sentence-transformers safetensors bert sentence-similarity feature-extraction generated_from_trainer dataset_size:1000 loss:MultipleNegativesRankingLoss arxiv:1908.10084 arxiv:1705.00652 base_model:BAAI/bge-base-en-v1.5 base_model:finetune:BAAI/bge-base-en-v1.5 autotrain_compatible text-embeddings-inference endpoints_compatible region:us
---
base_model: BAAI/bge-base-en-v1.5
datasets: []
language: []
library_name: sentence-transformers
pipeline_tag: sentence-similarity
tags:
- sentence-transformers
- sentence-similarity
- feature-extraction
- generated_from_trainer
- dataset_size:1000
- loss:MultipleNegativesRankingLoss
widget:
- source_sentence: 'rdn98’s Profile

    member since March 2008

    Connectedness: 0

    rdn98''s Friends (1)

    view all » | view all activity »

    rdn98''s Followers (1)

    Leave a message for rdn98

    Login to leave a message.

    Tech tricks, tips and downloads for getting things done.

    rdn98''s Activity

    rdn98 commented on Log Into Zoho Suite with Your Google Account, at 11:04 AM on
    May 14

    Now a good reason to try Zoho.

    more »

    rdn98 commented on Best Online File Sharing Services, at 3:14 PM on May 11

    If you have dropbox, each user gets 10 invites max at this time.

    I have some invites, but I''m saving them.

    more »

    rdn98 commented on Get Your Party On with the Emergency Party Button, at 3:11
    PM on May 10

    Hilarious!

    more »

    rdn98 commented on What Software Speeds Up Your Day the Most?, at 9:54 AM on May
    8

    Launchy

    Firefox

    Outlook

    Foobar

    more »

    rdn98 commented on Best Online File Sharing Services, at 9:52 AM on May 8

    I haven''t had a chace to play with the other file sharing services, but I totally
    love DropBox.

    It a sweet and innovative design, and it automatically synchs your computer to
    the net.

    more »

    rdn98 commented on Best Online File Sharing Service?, at 6:54 PM on May 6

    Vote: DropBOx

    more »

    rdn98 commented on Best Online File Sharing Service?, at 6:53 PM on May 6

    Vote: DropBox

    more »

    rdn98 commented on Protect Your Privacy When Downloading, at 12:53 PM on May 3

    I always use PG2 with my torrent activities.

    more »

    rdn98 commented on Slipstream Service Pack 3 into Your Windows XP Installation
    CD, at 10:40 AM on May 3

    I have a XP disc with sp2 slipstreamed into it.

    I do not install every single windows update, cmon, I don''t need wmp11 or IE7
    when I use firefox or vlcplayer instead.

    What I may do instead is install sp3 (few months later), and then do an image
    of the hard drive using Shadow Protect Desktop, so whenever I need to install
    I can restore the backup within 5 minutes.

    Oh yea, I only have one badass PC so that is all I ever need to use the DVD for.

    more »

    rdn98 commented on AutoGK Rips DVDs to DivX and Xvid Formats, at 7:24 AM on Apr
    30

    I have been using AutoGK for years now since late 2002.

    more »

    rdn98 commented on BitRipper Converts DVDs to AVIs in One Click, at 12:40 PM on
    Apr 26

    I just tried the program, but it wouldn''t rip, and I can''t even access the settings
    part of the program.

    It''s as if it''s working, but it doesn''t do anything for me.

    more »

    rdn98 commented on Map Your Local Freecycle Group, at 11:03 AM on Apr 26

    I enjoy freecycle, have been an avid use of it for years.

    Given way old couches, and I have received in return printers, a rabbit with cage,
    TV stands, and other misc.

    more »

    rdn98 commented on BitRipper Converts DVDs to AVIs in One Click, at 10:59 AM on
    Apr 26

    Now I haven''t done this this yet, but I would think encoding on the fly is much
    slower than traditional methods?

    For instance, lets decrypt the main movie to the hard drive using DVD decrypter
    or your favorite dvd ripping program.

    Once you got the VIDEO_TS folder, use AutoGK or something similar to encode the
    movie.

    more »

    rdn98 commented on Best DVD Ripping Tools?, at 9:52 PM on Apr 16

    Vote: DVD Decrypter

    Use autogk for encoding or dr divx 2

    more »

    rdn98 commented on Best Instant Messenger?, at 9:54 PM on Apr 1

    Vote: Gtalk

    more »

    rdn98 commented on Top 10 Software Easter Eggs, at 9:44 PM on Mar 27

    Wow, didn''t know about utorrent easter egg!

    more »

    rdn98 commented on Turn Your PC into a DVD Ripping Monster, at 9:36 PM on Mar
    27

    I always use dvd decrypter, and convert my videos to either divx or xvid using
    autogk or dr divx.

    more »

    rdn98 commented on Hack Attack: Turn your $60 router into a $600 router, at 9:34
    PM on Mar 27

    I used dd-wrt on my wrt54g few days ago and it worked on the first try!

    No errors or anything.

    more »'
  sentences:
  - What did the narrator do with the keys they found?
  - Who is expected to be named the interim head of state after President Mbeki's
    resignation?
  - When did rdn98 become a member?
- source_sentence: 'לדוד ה'' אורי וישעי this year. As I recited the psalm and thought
    about its words, I suddenly sensed a particular aptness and poignancy to this
    prayer, a relevance specifically for Hoshanna Rabba. Let me share this thought
    with you.

    לדוד ה'' – Psalm 27 – is a Psalm which takes us on an intriguing and maybe perplexing
    emotional journey. Let me explain. The first half expresses Man’s security and
    confidence in God’s absolute protection:

    The Lord is my light and my help; whom should I fear?

    The Lord is the stronghold of my life, whom should I dread?

    The Lord is the stronghold of my life, whom should I dread?

    2When evil men assail me to devour my flesh—

    it is they, my foes and my enemies, who stumble and fall.

    it is they, my foes and my enemies, who stumble and fall.

    3Should an army besiege me, my heart would have no fear;

    should war beset me, still would I be confident.

    should war beset me, still would I be confident.

    Moreover, Man is invited to God’s house, God’s Temple. On the one hand, man is
    safe there; on the other, he has a spiritual opportunity to encounter God’s presence
    and beauty.

    4One thing I ask of the Lord, only that do I seek:

    to live in the house of the Lord all the days of my life,

    to gaze upon the beauty of the Lord, to frequent His temple.

    to gaze upon the beauty of the Lord, to frequent His temple.

    5He will hide me in His shelter (Sukka) on an evil day,

    grant me the protection of His tent, raise me high upon a rock.

    6Now is my head high over my enemies roundabout;

    I sacrifice in His tent with shouts of joy (Terua), singing and chanting a hymn
    to the Lord.

    This is the first half of the Psalm. But suddenly, at this point the author of
    the Psalm experiences a bewildering loss of confidence, a sudden attack of insecurity:

    7Hear, O Lord, when I cry aloud; have mercy on me, answer me.

    8 In Your behalf my heart says: “Seek My face!”

    O Lord, I seek Your face.

    O Lord, I seek Your face.

    9Do not hide Your face from me; do not thrust aside Your servant in anger;

    You have ever been my help. Do not forsake me, do not abandon me,

    O God, my deliverer.

    You have ever been my help. Do not forsake me, do not abandon me,

    O God, my deliverer.

    Suddenly, bewilderingly, the author feels that God has left him; he seeks mercy,
    asks God not to hide his face, is frightened of God’s abandonment.

    Everyone who studies this chapter asks themselves as to this perplexing and sudden
    transition from security to helplessness, from God’s presence to His absence,
    from Man’s trust in God’s nearness to the sense that God is distant.

    As I ponder the past month – we started selichot exactly a month ago – I feel
    palpably the rhythm of this perek. We have spent a month in God’s presence, in
    His tent so to speak. We began with selichot, and then crowning God as king, standing
    before Him in Judgement, but also in communion as we recognized that “we are your
    people and you are our God”. And after the tense standing before God during the
    Days of Penitence, we have now expressed our security in God’s protection by dwelling
    for a week in the Sukka, literally “to live in the house of the Lord … He will
    hide me in His shelter (Sukka) … grant me the protection of His tent.”

    And now it is about to end. After a month in God’s presence, we are approaching
    the close of these days, and we wonder how we will manage without the immediacy
    of all the mitzvoth that have set God before us during this month. We feel: “O
    Lord, I seek Your face. Do not hide Your face from me!” As we turn our sights
    to the cold winter months we want God’s presence to continue with us.

    And now Psalm 27 doesn’t seem dissonant. It seems the perfect prayer for Hoshanna
    Rabba! It expresses the emotions of this day so palpably.

    And suddenly I thought: How lucky we are that on the very next day, on Sheminni
    Atzeret, we start reading the Torah. With the end of the chagim, God’s presence
    loses its immediacy, but we begin again to read His Torah. His wisdom and guidance
    are with us in the form of the חיי עולם which he has נטע בתוכנו. As we open Bereshit,
    we will seek new wisdom from God and the feeling of His presence by our study
    of Torah.

    Chag Sameach!'
  sentences:
  - What is the emotional journey described in Psalm 27?
  - What are some foods that can aid in weight loss according to the context?
  - How much does Silvertree Internet Holdings plan to invest in South African tech
    startups during 2016?
- source_sentence: 'It’s one thing to have your account hacked into by an experienced
    computer hacker. But, what if that hacker happens to be a five-year-old?

    When Kristoffer Von Hassel of Ocean Beach, California, couldn’t figure out his
    father’s Xbox password, he did what most five-years-old probably can’t do, he
    bypassed the security screen. According to ABC10, he first typed in the wrong
    password. Then proceeded to type only space keys followed by hitting enter, when
    shown a password verification screen. This allowed him access to his Dad’s account.

    His parents started noticing that he gained access to games he shouldn’t have
    been able to play, and contacted Microsoft to inform them about the glitch in
    their security system. The software giant awarded Von Hassel four games, 50 bucks,
    and a one year subscription to Xbox Live.

    “We’re always listening to our customers and thank them for bringing issues to
    our attention,” the company said in a statement emailed to The Huffington Post.
    “We take security seriously at Xbox and fixed the issue as soon as we learned
    about it.”

    This isn’t Kristoffer’s first time getting pass a security screen. According to
    ABC10, he was able to unlock a cell phone by holding down the home key at age
    one. His father, who happens to work as a computer technician thinks this is awesome.
    Clearly, the knack for computers runs in the family and it looks like this little
    guy may have found his calling.

    However, as a mom of a three-year-old, I’d be be a bit concerned. It’s obvious
    that Kristoffer’s parents didn’t intend for him to play these games. I only hope
    that they take precautions to ensure that this doesn’t happen again.

    I’m always trying to take preventative measures in my home. We don’t have Xbox,
    but Princess does have an iPad with different apps – including Netflix. One day
    my husband noticed her watching something she wasn’t supposed to. We then changed
    the settings so that the kids only section would appear. She hasn’t been able
    to bypass this feature. But after reading about Kristoffer, I wouldn’t be surprised
    if she eventually figures it out. Kids nowadays are just way too smart for their
    own good.

    What precautions do you take to ensure your kids don’t get into things they’re
    not suppose.

    Kristoffer is very, very clever. I hope when he grows up he’ll use his powers
    for good.

    My son, age 6, is very good at listenting when told he’s not allowed to do something.
    I realize I’m very lucky and that this probably (most likely) won’t last forever.
    Also, he asks before using his ipad or playing video games, and our xbox is in
    the living room, where we will see him playing with it. He’s not at an age where
    we typically leave him alone for long enough periods of time to break into anything.'
  sentences:
  - How did five-year-old Kristoffer Von Hassel bypass the security screen of his
    father's Xbox account?
  - What does the author believe will happen to his soul and spirit after physical
    death?
  - What is the stance of South Korean presidential candidate Lee Jae-myung on improving
    relations with Japan?
- source_sentence: 'KIDNEY PANCREAS: Edited by Matthew CooperMachine perfusion in
    kidney transplantationKataria, Ashisha; Magoon, Sandeepb; Makkar, Binnic; Gundroo,
    AijazaAuthor Information aDivision of Nephrology, Department of Medicine, University
    at Buffalo, Buffalo, New York bDivision of Nephrology, Department of Medicine,
    Eastern Virginia Medical School, Virginia Beach, Virginia cDepartment of Educational
    affairs, Roswell Park Cancer Institute, Roswell Park Cancer Institute, Buffalo,
    New York, USA Correspondence to Ashish Kataria, MD, Division of Nephrology, Department
    of Medicine, University at Buffalo, Buffalo, NY 14225, USA. Tel: +1 716 898 3337;
    e-mail: [email protected] Current Opinion in Organ Transplantation: August 2019
    - Volume 24 - Issue 4 - p 378-384 doi: 10.1097/MOT.0000000000000675 Buy Metrics
    Abstract Purpose of review The shortage of kidneys for transplantation has led
    to an urgent need to efficiently utilize the available cadaveric kidneys. Efficient
    use of machine perfusion may potentially lead to increased use of marginal kidneys
    by lowering the incidence of delayed graft function (DGF) and improving graft
    outcomes. Recent findings Machine perfusion has had a resurgence in the last 10–15
    years over static cold storage (SCS). Hypothermic machine perfusion (HMP), the
    most commonly utilized type of machine perfusion reduces the rates of DGF when
    compared with SCS with a trend towards improving the overall graft survival. Summary
    Despite reduction in the rates of DGF by HMP, its effect on long-term renal and
    patient outcomes is not clearly known. There is limited clinical literature in
    the use of normothermic machine perfusion (NMP) but a few pilot studies have shown
    its potential to resuscitate commonly discarded kidneys. In addition to preservation,
    machine perfusion also allows for various diagnostic and therapeutic interventions
    during the preservation period to assess and optimize the viability of the procured
    kidney. Copyright © 2019 Wolters Kluwer Health, Inc. All rights reserved.'
  sentences:
  - What is the purpose of the Des Moines Latino Film Festival?
  - What is the potential benefit of efficient use of machine perfusion in kidney
    transplantation?
  - What is the estimated cost to remove the existing play area at Diss Infant and
    Nursery School?
- source_sentence: 'The Accident Which Proved That I''m A Dumbass

    I can''t be expected to retell this same story over and over again to hundred
    of people, so therefore, I will blog about it. Yes, in all my life, I''ve never
    had the displeasure of saying that I''ve actually been in an accident. Yesterday,
    that all changed, thanks to a moron named Romdan in a Mazda van. I was slowing
    down towards the Batu Tiga toll plaza, when I noticed this dude in a van in front
    of me realizing that he was in the wrong lane. He initially cut into my lane,
    then pulled back in, so stupid me thinking that he saw me, went on along on my
    merry way. He then did the obvious, he swerved out just when I was going by him
    and rammed right into my rear right door. As you can tell, this is just stupid.
    But what''s even more stupid is the conversation which ensued. Me: Are you blind?
    You cut across three lanes just so you''d hit me? Him: Aiyoh sorry la abang, tak
    nampak la. At this point I had to start speaking Bahasa Malaysia, which I absolutely
    detest. Me: You couldn''t see? What''s this for? *points at side mirrors* Him:
    Aiyoh sorry man...I''m just sorry. Me: Sorry? Wait, I need my ciggarette. Me:
    Okay, this is real simple. Even a blind policeman can tell this was your fault.
    So you either give me 500 bucks now, or I go straight to the police. Him: Aiyoh
    do need involve the police all la. Me: Gimme your wallet. *Opens his wallet to
    find 6 Ringgit. Yes, that''s right, SIX. He doesn''t even have an ATM card* Me:
    This is all you got? Six bucks?! Him: Aiyoh sorry man I was just bringing my kids
    for a joyride. Me: This is stupid. How are you going to give me the money? Him:
    Wait let me call my brother. Me: Does he have the money? Him: I got money wan,
    I just don''t have it now. Me: Yeah sure you do. This is what you''re gonna do.
    Follow me back to the police station. We''ll wait for your brother there. If he
    doesn''t show up in one hour, I''m walking in. Him: Aiyoh why la u have to be
    like this, no need la talk about police all. Me: You hit my car. And tomorrow''s
    a holiday. *I take out his identification card* Me: Romdan bin Junis? Him: Call
    me Hashim. Me: So what''s your name now, Rondam or Hashim? Him: Hashim. Me: Is
    this even your own I/C? Him: Yes. Me: So why the hell should I call you Hashim?
    Him: Aiyoh because everyone does la. Me: Trust me, the police will call you Romdan,
    not Hashim. Remember that. Him: Aiyoh I call my brother first la. Pity me la man,
    see my kids scared. I am not trying to cheat you wan. I will pay you. And for
    some stupid, incomprehensible reason, I believed him. I know, i''m a freaking
    gigantic moron, but I did. I actually believed that poor son of a bitch and said
    that he can get the money and meet up with me later on in the evening. OMG I still
    can''t believe what a dumbass I was. Really, don''t bother asking me, because
    if I could put a foot up my ass, I would. Naturally, he didn''t show. Later on
    I called his mobile (which I made sure was his by making sure his phone rang in
    front of me). Me: Hello, Rondam? Girl: Who? Me: Who''s this? Girl: Who are you
    looking for? Me: ... Me: Hashim. Girl: Hashim''s not here. Me: Are you his daughter
    who was in the van earlier? Girl: Hashim''s not here. Me: You tell your father
    or whoever he is that if he doesnt call me back about the money, he better start
    running, because I''m going to go to your house. Girl: Hashim''s not here. GAHHHHHH.
    So anyway, he never picked up any of my subsequent calls. So naturally, I head
    on over to the police station to make a report. Here''s a kicker, I reported that
    he was driving without a license, and that he ran out on me, hit-and-run style.
    Oh the joy. The coppers took pictures of my car, which is the norm, but this is
    the best part: I was driving around with an expired road tax. OH GOD THE BALLS.
    So listen, that''s my story. Here''s the lowdown. I will hunt this fucker''s ass
    down. I have all the required details I need from him. I will bloody well make
    sure he gets an early visit from Santa this year. Those who want in, let me know.
    I plan to go in force.'
  sentences:
  - What is the main goal of the program developed by PersonaGrata Consulting?
  - Who scored the highest points in the basketball game between Washington and Pekin?
  - What happened when the author confronted the man who hit his car?
---

# SentenceTransformer based on BAAI/bge-base-en-v1.5

This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [BAAI/bge-base-en-v1.5](https://huggingface.co/BAAI/bge-base-en-v1.5). It maps sentences & paragraphs to a 768-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.

## Model Details

### Model Description
- **Model Type:** Sentence Transformer
- **Base model:** [BAAI/bge-base-en-v1.5](https://huggingface.co/BAAI/bge-base-en-v1.5) <!-- at revision a5beb1e3e68b9ab74eb54cfd186867f64f240e1a -->
- **Maximum Sequence Length:** 512 tokens
- **Output Dimensionality:** 768 tokens
- **Similarity Function:** Cosine Similarity
<!-- - **Training Dataset:** Unknown -->
<!-- - **Language:** Unknown -->
<!-- - **License:** Unknown -->

### Model Sources

- **Documentation:** [Sentence Transformers Documentation](https://sbert.net)
- **Repository:** [Sentence Transformers on GitHub](https://github.com/UKPLab/sentence-transformers)
- **Hugging Face:** [Sentence Transformers on Hugging Face](https://huggingface.co/models?library=sentence-transformers)

### Full Model Architecture

```
SentenceTransformer(
  (0): Transformer({'max_seq_length': 512, 'do_lower_case': True}) with Transformer model: BertModel 
  (1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': True, 'pooling_mode_mean_tokens': False, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
  (2): Normalize()
)
```

## Usage

### Direct Usage (Sentence Transformers)

First install the Sentence Transformers library:

```bash
pip install -U sentence-transformers
```

Then you can load this model and run inference.
```python
from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("IlhamEbdesk/bge-base-en-v1.5-finetuned_ragds_v2")
# Run inference
sentences = [
    "The Accident Which Proved That I'm A Dumbass\nI can't be expected to retell this same story over and over again to hundred of people, so therefore, I will blog about it. Yes, in all my life, I've never had the displeasure of saying that I've actually been in an accident. Yesterday, that all changed, thanks to a moron named Romdan in a Mazda van. I was slowing down towards the Batu Tiga toll plaza, when I noticed this dude in a van in front of me realizing that he was in the wrong lane. He initially cut into my lane, then pulled back in, so stupid me thinking that he saw me, went on along on my merry way. He then did the obvious, he swerved out just when I was going by him and rammed right into my rear right door. As you can tell, this is just stupid. But what's even more stupid is the conversation which ensued. Me: Are you blind? You cut across three lanes just so you'd hit me? Him: Aiyoh sorry la abang, tak nampak la. At this point I had to start speaking Bahasa Malaysia, which I absolutely detest. Me: You couldn't see? What's this for? *points at side mirrors* Him: Aiyoh sorry man...I'm just sorry. Me: Sorry? Wait, I need my ciggarette. Me: Okay, this is real simple. Even a blind policeman can tell this was your fault. So you either give me 500 bucks now, or I go straight to the police. Him: Aiyoh do need involve the police all la. Me: Gimme your wallet. *Opens his wallet to find 6 Ringgit. Yes, that's right, SIX. He doesn't even have an ATM card* Me: This is all you got? Six bucks?! Him: Aiyoh sorry man I was just bringing my kids for a joyride. Me: This is stupid. How are you going to give me the money? Him: Wait let me call my brother. Me: Does he have the money? Him: I got money wan, I just don't have it now. Me: Yeah sure you do. This is what you're gonna do. Follow me back to the police station. We'll wait for your brother there. If he doesn't show up in one hour, I'm walking in. Him: Aiyoh why la u have to be like this, no need la talk about police all. Me: You hit my car. And tomorrow's a holiday. *I take out his identification card* Me: Romdan bin Junis? Him: Call me Hashim. Me: So what's your name now, Rondam or Hashim? Him: Hashim. Me: Is this even your own I/C? Him: Yes. Me: So why the hell should I call you Hashim? Him: Aiyoh because everyone does la. Me: Trust me, the police will call you Romdan, not Hashim. Remember that. Him: Aiyoh I call my brother first la. Pity me la man, see my kids scared. I am not trying to cheat you wan. I will pay you. And for some stupid, incomprehensible reason, I believed him. I know, i'm a freaking gigantic moron, but I did. I actually believed that poor son of a bitch and said that he can get the money and meet up with me later on in the evening. OMG I still can't believe what a dumbass I was. Really, don't bother asking me, because if I could put a foot up my ass, I would. Naturally, he didn't show. Later on I called his mobile (which I made sure was his by making sure his phone rang in front of me). Me: Hello, Rondam? Girl: Who? Me: Who's this? Girl: Who are you looking for? Me: ... Me: Hashim. Girl: Hashim's not here. Me: Are you his daughter who was in the van earlier? Girl: Hashim's not here. Me: You tell your father or whoever he is that if he doesnt call me back about the money, he better start running, because I'm going to go to your house. Girl: Hashim's not here. GAHHHHHH. So anyway, he never picked up any of my subsequent calls. So naturally, I head on over to the police station to make a report. Here's a kicker, I reported that he was driving without a license, and that he ran out on me, hit-and-run style. Oh the joy. The coppers took pictures of my car, which is the norm, but this is the best part: I was driving around with an expired road tax. OH GOD THE BALLS. So listen, that's my story. Here's the lowdown. I will hunt this fucker's ass down. I have all the required details I need from him. I will bloody well make sure he gets an early visit from Santa this year. Those who want in, let me know. I plan to go in force.",
    'What happened when the author confronted the man who hit his car?',
    'What is the main goal of the program developed by PersonaGrata Consulting?',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]
```

<!--
### Direct Usage (Transformers)

<details><summary>Click to see the direct usage in Transformers</summary>

</details>
-->

<!--
### Downstream Usage (Sentence Transformers)

You can finetune this model on your own dataset.

<details><summary>Click to expand</summary>

</details>
-->

<!--
### Out-of-Scope Use

*List how the model may foreseeably be misused and address what users ought not to do with the model.*
-->

<!--
## Bias, Risks and Limitations

*What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.*
-->

<!--
### Recommendations

*What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.*
-->

## Training Details

### Training Dataset

#### Unnamed Dataset


* Size: 1,000 training samples
* Columns: <code>positive</code> and <code>anchor</code>
* Approximate statistics based on the first 1000 samples:
  |         | positive                                                                              | anchor                                                                            |
  |:--------|:--------------------------------------------------------------------------------------|:----------------------------------------------------------------------------------|
  | type    | string                                                                                | string                                                                            |
  | details | <ul><li>min: 172 tokens</li><li>mean: 467.87 tokens</li><li>max: 512 tokens</li></ul> | <ul><li>min: 7 tokens</li><li>mean: 18.68 tokens</li><li>max: 43 tokens</li></ul> |
* Samples:
  | positive                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        | anchor                                                                                               |
  |:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------------------------|
  | <code>Caption: Tasmanian berry grower Nic Hansen showing Macau chef Antimo Merone around his property as part of export engagement activities.<br>THE RISE and rise of the Australian strawberry, raspberry and blackberry industries has seen the sectors redouble their international trade focus, with the release of a dedicated export plan to grow their global presence over the next 10 years.<br>Driven by significant grower input, the Berry Export Summary 2028 maps the sectors’ current position, where they want to be, high-opportunity markets and next steps.<br>Hort Innovation trade manager Jenny Van de Meeberg said the value and volume of raspberry and blackberry exports rose by 100 per cent between 2016 and 2017. She said the Australian strawberry industry experienced similar success with an almost 30 per cent rise in export volume and a 26 per cent rise in value to $32.6M over the same period.<br>“Australian berry sectors are in a firm position at the moment,” she said. “Production, adoption of protected substrate cropping, improved genetics and an expanding geographic footprint have all helped put Aussie berries on a positive trajectory.<br>“We are seeing a real transition point. Broad industry interest and a strong commercial appetite for export market development combined with the potential to capitalise on existing trade agreements and build new trade partnerships has created this perfect environment for growth.”<br>High-income countries across Europe, North America and Northern Asia have been identified as having a palate for Australian grown berries with more than 4244 tonnes of fresh berries exported in the last financial year alone.<br>The strategy identified the best short-term prospect markets for the Australian blackberry and raspberry industry as Hong Kong, Singapore, The United Arab Emirates and Canada. The strongest short-term trade options identified for the strawberry sector were Thailand, Malaysia, New Zealand and Macau.<br>The strategy focuses heavily on growing the existing strawberry export market from 4 per cent to at least 8 per cent of national production by volume, in markets with a capacity and willingness to pay a premium for quality fruit. For raspberries and blackberries, the sectors aim to achieve a 5 per cent boost in exports assessed by volume across identified markets by 2021.<br>Tasmanian raspberry exporter Nic Hansen said Australia offers some of the sweetest and most attractive berries in the world, and this combined with our stringent food safety standards across all stages of the supply chain puts growers in a solid position.<br>“We have a great product, we are hungry to expand trade and now with this new plan in place, we have a clear roadmap towards driving growth,” Mr Hansen said.<br>He said it is exciting to see new export market prospects for raspberries: “The more options we have for export the better. Now we just have to get on with the job of ensuring industry has all the tools it needs, such as supporting data and relationship building opportunities, to thrive in new markets.”<br>This project was commissioned by Hort Innovation, and developed by market analysts and research consultants Auspex Strategic Advisory and AgInfinity. Hort Innovation will work now with berry sectors to determine levy-funded activities to support trade.<br>See a summary of the strategy on the Hort Innovation website.<br>For more information on the berry industries, refer to the Horticulture Statistics Handbook and the Strategic Investment Plans for strawberries, raspberries and blackberries. Growers seeking more information should email trade@horticulture.com.au</code>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           | <code>What is the Berry Export Summary 2028 and what is its purpose?</code>                          |
  | <code>RWSN Collaborations<br>Southern Africa Self-supply Study Review of Self-supply and its support services in African countries<br>A lady in Zimbabwe proudly shows off her onions - watered from her self-supply well<br>© 2015 André Olschewski • Skat<br>Project starts: 2015<br>Project finished: 2016<br>Collaborators & Partners:.<br>Project Description<br>UNICEF and Skat have collaborated on a).<br>Perspectives<br>Reach and benefits:<br>- Self-supply is practised by millions of rural households in Sub-Sahara Africa as well as in Europe, USA and other areas of the world.<br>- Benefits reported from having access to Self-supply water sources include convenience, less time spent for fetching water and access to more and better quality water. In some areas, Self-supply sources offer important added values such as water for productive use, income generation, family safety and improved food security.<br>- Sustainability of services from Self-supply is high as there is strong ownership by people investing in own sources.<br>- As Self-supply sources are shared sources, many people, including poor and vulnerable households, benefit from investments in Self-supply, often at no costs. This means that Self-supply can be effective in reaching the hard-to-reach.<br>- For millions of people in rural areas of Africa, supported Self-supply will be the most cost effective service delivery model to provide access to safe water. This also includes those parts of the population which actually have poor access as they e.g. cannot afford water from communal supplies.<br>- However, in areas where external support for Self-supply is lacking, only marginal improvements can usually be achieved, and the quality of services is lower than in areas where a dedicated support effort was made.<br>Costs and business model for supported Self-supply<br>- In many rural contexts, supported Self-supply is the most cost effective approach for water service delivery. However, as it is not applicable in all contexts, a blended approach combining communal water supply and supported Self-supply models should be followed.<br>- Based on a Life Cycle Cost (LCC) analysis of different service delivery approaches, the LCC for communal supplies are about 40 US$/capita served in the study countries, whereas the LCC for supported Self-supply is about 10 U$/capita.<br>- In sparsely populated areas, communal supplies (e.g. handpumps) are even more costly (up to 100 U$/capita served) as only few people can be served with one additional unit. Serving all rural people with communal supply is therefore not financially viable.<br>- Considering the applicability of Self-supply technologies, in Zambia and Zimbabwe, the cost saving of following a blended approach using both communal supplies and supported Self-supply is almost 50% of the total LCC for reaching 100% of the population by 2030. These cost savings are equivalent to more than 330 million US$ in Zambia and more than 260 million US$ in Zimbabwe.<br>Support services needed<br>- Supported Self-supply is a service delivery model putting support services in place to improve Self-supply, so it is not about a particular technology.<br>- Supported Self-supply is aligned with the Human Rights to Water and Sanitation, which allows a progressive realisation of the universal access to safe water. However, supported Self-supply is not a way to exempt government from its duties: Government has specific roles to play to ensure that everybody will have access to safe water finally.<br>- To sustain and to take Self-supply to scale there is need for contextualised support as well as long-term engagement, capacity development at all levels, M&E and technical support, reliable funding and learning and sharing.<br>- Interministerial cooperation and champions within government agencies are needed to ensure sustainable embedding and for taking Self-supply further, particularly in remote rural areas.<br>- There is no-one-size-fits-all solution for supported Self-supply – for each programme, it needs a contextualized design and follow-up to achieve desired impact.<br>- Hygiene promotion, including Household Water Treatment and Safe Storage (HWTS), is highly recommended for any non-piped water supply services, including Self-supply water sources.<br>- The huge potential for substantially improving the level of water supply for millions of people in rural areas should be accessed through supported Self-supply. Some countries have endorsed supported Self-supply as service delivery model, such as Zimbabwe or Sierra Leone, and in Ethiopia, Self-supply is now being scaled up at national level.<br>More Information<br>» Review of Self-supply and its support services in African countries: Synthesis Report).</code> | <code>What are some of the benefits reported from having access to Self-supply water sources?</code> |
  | <code>All Android applications categories<br>Description<br>Coolands for Twitter is a revolutionary twitter client. It has many unique features, gives you the best mobile twitter experience you never imagined before.<br>The first unique feature is Real-Time.<br>You can’t find any refresh button in this app, because you absolutely don’t need to. Every time you open it, you’ll get the latest tweets and while you’re reading, you’ll get incoming tweets in Real-Time. So if your friend mentioned you, you can reply instantly.<br>The second unique feature is Avatar Indicator.<br>Avatar Indicator is small avatars showed on the title bar to indicate that you’ve got new message/tweet/mention. Since it’s real-time, you’ll keep getting incoming tweets while you’re reading your older timeline, Avatar-Indicator will let you know who’s tweet you’ve just got, and decide whether to check it out right away.<br>The third unique feature is Direct Link<br>I think it is obviously the most intuitive and convenient way to open a link. When you want to open a link, just click it in the time line . You can also click a username to open a profile window, click a hash tag to open a search result window. Different kind of links displayed in different colors, you can change it to whatever color you like.<br>The fourth unique feature is Smart Bookmark<br>Have you ever experienced this scenario? When you are reading your home timeline, the app notified you that you’ve got some new tweets, you click “go-to-top” button to read the newest tweets, and then you want to get back to the previous position to continue your reading. How can you do this? In other twitter clients you have to scroll down all the way to find where you were, a lot of time wasted. But in this app, “go-to-top” button will appear when you scrolling up, click it, you can got to top, read the newest tweets. After that when you scrolling down, Smart Bookmark button will appear at the corner. Click it, you can get back to exactly where you were.<br>The fifth unique feature is User Level Notification<br>Notification for all your new tweets is meaningless, if you following more than a few users, you’ll get new tweets all the time. What if you only want to be notified when someone you most care about posted a new tweet? In this app, it’s easy. You can change your friend’s notification setting directly in his/her profile screen. You can also set different notification ringtone for your friends respectively. So when you heard a notification ringtone, you’ll know who he/she is without the need to open your phone. And you can manage all the enabled User-Level-Notification settings in one place.<br>Also has most of the basic twitter client features, like post/delete tweets, retweet, retweet with comment, reply, quote, send/delete direct message, subscribe/unsubscribe lists, follow/unfollow user, multiple accounts support, append picture with your tweets, mention auto complete, recent search auto complete, conversation view.<br>Please give me feedbacks if you have tried it, and I PROMISE to reply all your emails.<br>1.30-1.36 update:<br>*Ad-Free.<br>*3 times faster when launching and loading older tweets.<br>*Support unlimited accounts rather than 3 accounts.<br>*Support notifications for all accounts rather than only for the current account.<br>*Improved mention suggestion feature.<br>*Use URL link to do RT with comment, so you can comment more characters.<br>*Conversation view, click the orange(you can change the color) username in replied tweet to show conversation view.<br>*Support longer tweet, longer tweet will be converted to a picture automatically. You really should try it out your self.<br>*Refined tweet composing view, to support longer tweet.<br>*Support handle text shared by other app.<br>from 103 reviews<br>Download Coolands for Twitter<br>Free - V1.38 - 298K<br>Sorry ...<br>This app is no longer available.<br>Share this app<br>Screenshots</code>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               | <code>What are the unique features of the Coolands for Twitter app?</code>                           |
* Loss: [<code>MultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
  ```json
  {
      "scale": 20.0,
      "similarity_fct": "cos_sim"
  }
  ```

### Evaluation Dataset

#### Unnamed Dataset


* Size: 8,598 evaluation samples
* Columns: <code>positive</code> and <code>anchor</code>
* Approximate statistics based on the first 1000 samples:
  |         | positive                                                                              | anchor                                                                            |
  |:--------|:--------------------------------------------------------------------------------------|:----------------------------------------------------------------------------------|
  | type    | string                                                                                | string                                                                            |
  | details | <ul><li>min: 163 tokens</li><li>mean: 462.59 tokens</li><li>max: 512 tokens</li></ul> | <ul><li>min: 9 tokens</li><li>mean: 18.61 tokens</li><li>max: 58 tokens</li></ul> |
* Samples:
  | positive                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             | anchor                                                                                                            |
  |:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------------------------------------|
  | <code>Beaver Creek is a great blend of rural scenery and modern amenities. Guests looking to swim can visit a free public beach found just outside of the campgrounds themselves, while dog enthusiasts can enjoy the over 20 miles of trails found in the area while they tucker out their canine for the evening.<br>Camping is done here in 42 total sites, all of which provide ample space for a family with a pack of canines in tow to grill out and enjoy the stars at night. Picnic tables and fire pits are provided, as well as the option to rent a group site for an additional $52 per evening. The group area sleeps up to 35 individuals comfortably but features no extra amenities. Drinking water taps can be found just outside of the public restrooms. Although these sites provide some additional breathing room for guests, it's still crucial that you keep any visiting canines on a leash and inside of your tent overnight. Bears are a regular concern in the Idaho Panhandle National Forest, which Beaver Creek is a part of.<br>Beaver Creek offers some great chances for dog walking and hiking. If you're a guest who's looking for a bit of a challenge, perhaps try the Navigational Trail, an almost 10-mile stretch that leads guests to the nearby Upper Preist Lake. There's also the shorter Lakeside Trail, which is more well-known for its scenic mountainside sights and easier terrain. Whichever of these you choose to explore with your dog, make sure to keep Fido on a strong restraint and pack emergency essentials for your journey in case you stumble off the beaten path or twist an ankle. Occasionally, these trails see riders on horseback, which makes consistent leash use doubly important here.<br>Whether you want to reconnect with nature or just need a weekend getaway from the daily grind, Beaver Creek Campground is the pawfect place for your next vacay!</code>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        | <code>What amenities are provided at the Beaver Creek campgrounds?</code>                                         |
  | <code>Presentado por:<br>Jeff DiFazzio<br>Estados Unidos<br>Privilege 495<br>Presentado por:<br>Jeff DiFazzio<br>Estados Unidos<br>Descripción<br>2009 Privilege 495 - Never Chartered, Circumnavigation Ready<br>After having circumnavigated 15 years ago on another well-known make of catamaran, my wife and I felt the Privilege 495 had the perfect blend of comfort and speed to introduce our 10-year old daughter to the life of cruising.<br>We purchased Dragonfly from the original owners in Australia in January 2016, and planned to spend 1 year cruising the Queensland Coast, but after settling in and enjoying our time onboard Dragonfly, we decided to extend our trip and explore the waters of Indonesia, Malaysia and Thailand. Having stretched our sabbatical past our initial deadline, we've decided it's now time to find Dragonfly a new owner.<br>We are the second owners of Dragonfly, a 2009 Privilege 495. She is in very good condition and has never been chartered.<br>Dragonfly's layout is galley up, with a spacious master cabin with large en suite. There are three additional cabins, two with en suites.<br>Dragonfly is fully equipped with features including a 7kVA Onan Cummins genset, 100L/H water maker, Sovereign stainless steel BBQ, bow sprit with gennaker, 40kg/88lb Rocna Vulcan anchor, two 54hp Yanmar engines, and much, much more.<br>Dragonfly is solidly built (Category A / Ocean-Going - "designed for sailing, under normal conditions of use, in wind forces exceeding 8 on the Beaufort scale"), with a high attention to design and comfort, which makes passage making or at anchor relaxing and pleasurable.<br>Dragonfly is currently in the Phuket/Langkawi area. We are still living aboard so she is completely turn-key for anyone interested in setting sail immediately.<br>Serious inquiries only please.<br>Navigation Systems<br>Raymarine integrated system - AIS, Autopilot (ST 7002), Chartplotter, Depth, Radar, Speed, Wind. Additional GPS - Furuno GP-32.<br>Accommodations<br>Dragonfly's layout is galley up, with a spacious master cabin with large en suite. There are three additional cabins, two are en suite. The cockpit is open and is great for entertaining.<br>- Cabins/Berths: 4, 3 en suite<br>- Shower: 4<br>- Heads: 4, Jabsco electric toilets<br>Galley Equipment<br>Galley-up, fully equipped - plates, utensils, chef quality knives, blender, Nespresso machine, etc. There is both a refrigerator and a freezer.<br>- Refrigeration: Frigoboat<br>- Freezer: Frigoboat<br>- Stove: Sharp convection microwave<br>- Water Capacity: 570l / 150gal<br>- Water Maker: PureWater 100l / 26gal per hour<br>- Hot Water System: 40l / 10.5gal<br>Additional Equipment<br>Sail Inventory<br>- Mainsail: Incidences 80m2<br>- Headsail: Incidences 52.5m2<br>- Staysail: Incidences 22.5m2<br>- Gennaker: Incidences 86m2<br>- 3x ProFurl: Headsail/Staysail/Gennaker<br>Electrics<br>- Batteries: House: 8 x 120A, 12V / Engine: 2 x 100A, 12V / Genset: 1x 100A<br>- Battery Charger/Inverter: Mastervolt Mass Combi 2000W / spare universal battery charger 40AMP (installed and ready for use)<br>- Genset: Onan Cummins: 7MDKBL 7KVA, 220V, 50Hz<br>- Sat Phone/TV: KVH Tracphone V3 and KVH Tracvision M5<br>- Solar: 3x Sunpower 330W, 12V, Victron Bluetooth 60 AMP Regulator<br>- Shore Power Capacity: 50 AMP<br>- Transformer: 4/5 kVA 110V-220V<br>- Washing Machine: Siemens Wash & Dry 1200<br>Safety Gear<br>- AIS transponder<br>- Dyneema, 3-level lifelines<br>- Bilge Pumps - Manual and Automatic<br>- Life Raft - PlastimoTransocean 6-person<br>- Epirb - GME AccuSat 406 CAT 2<br>- Life Jackets - 10<br>- Flares<br>- Fire extinguishers<br>Mechanical Equipment<br>- Engine: Yanmar 54hp - 4JH4AE<br>- Number of Engines: 2<br>- Engine Hours: 1865/1850<br>- Fuel Capacity: 650l / 170gal<br>- Fuel Type: Diesel<br>- Genset: Onan Cummins: 7MDKBL 7KVA, 220V, 50Hz<br>- Propulsion: Yanmar SD50, Flexofold 3-blade folding props<br>Total Power<br>108.0 kw<br>Presentado por:<br>Jeff DiFazzio<br>Estados Unidos<br>Presentado por:<br>Jeff DiFazzio<br>Estados Unidos<br>Servicios<br>- SeguroSeguro<br>- Transporte de barcosTransporte de barcos</code>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   | <code>Who are the current owners of the Privilege 495 named Dragonfly and where did they purchase it from?</code> |
  | <code>It’s been a while since my last post (sorry!!). I’ve hand my hands full these past few weeks with finals, Coco, and Thanksgiving. Now that things are a little bit back to normal and I am officially on winter break, I have time to write a long post about what I’ve been up to.<br>My finals in Studio Issues and Stitch, Object as Language went really well! I’ll start with what I did in my Stitch class. I finished three 12 X 6 canvases of embroidery. The title of the piece is called Time Frames and each canvas represents a season. I finished Summer for my midterm and then I finished Fall and Winter for my final. I still have to do Spring and am planning on having it finished by the end of December. As you can see they were very time consuming and I’m very proud of how they turned out. The seasons informed my colors and thought process for each piece. I did a lot of writing while I embroidered these pieces, but am only going to share a little bit of what I was thinking. My work is moving into the realm of collective memory so my personal memories are becoming obsolete for my viewers. I think writing about both personal and collective memory is very important to my work, but part of it is just for me.<br>Fall – I was thinking a lot about changes and how nature starts to change but at the same time the structure is still the same. The frames haven’t completely lost their shape, but have changed in a distinctive way. The forms are starting to hollow out and prepare for the next step. The colors aren’t flat and the same like they were in Summer. They are blended, vibrant and consistent. Certain colors are the same throughout all the seasons and I kept this the same in my embroidery.<br>Winter – This is where things are drastically changed. The structure is the most important and most seen element in the winter. This is where things start to distort and deconstruct. I thought a lot about a quiet still moment in the winter. The moment where the leaves are all gone and the branches finally get to be seen. Snow is sitting on the branches and it’s a perfect winter moment. There are areas of extreme change and consistency. If you look carefully you see an image of a face, but at first glance you aren’t really sure what you are seeing. Again, these colors are appropriate to the season but a few of them are in the other two seasons as well.<br>Here is a detail of Winter.<br>This is where I need your feedback. I’m not sure if I should hang these horizontal or vertical. So when you have a change please let me know what you prefer.<br>Now moving on to my Studio Issues final. I worked on simple daily drawings as part of my thought process on how to start translating my work into metal. Since I didn’t have the resources to work with metal yet I did a lot of studies (paper and drawing) so that next quarter I will have a good idea of what I want to make. I also continued to work with my screen printing compositions. I decided to present them in shadow boxes and make a collage with different prints. I was thinking about dressers and vanities and how people put precious objects on them. Sometimes they put boxes with precious objects in them on either a dresser or vanity. I’ve been researching the Victorian era, mourning jewelry, and artists like Joseph Cornell and Anne Wilson. I’ve always had a fascination with tiny precious objects so that is the direction my work is going.<br>These are the last of my daily drawings which makes 70 (one for each day of the quarter). YAY!!!<br>These are my metal studies. I cut forms out of paper and then painted and stitched them together. Next quarter when I’m in my metals and jewelry class I want to make objects like these.<br>This is my final presentation for my Studio Issues class.<br>Right after finals were over I went to the Columbia Museum of Art in Columbia, SC. It was a charming little art museum. I went to see Dale Chihuly’s Seaforms exhibition. It was set up as clusters of sea forms and some of his drawings were on display as well. The colors were beautiful and his compositions were inspirational. I was really excited that I got to see his work and hopefully will see it again sometime.<br>This week I’m going to Sarasota, FL to visit my aunt and uncle. I’ll also be going to the American Craft Show in Sarasota. I’m really excited to be able to visit family and see this show! I’m going to leave you with a few new pictures of Coco and I’ll post again when I’m back in Savannah.<br>Abby~I like your new posting. I know that you spent hours on your canvases. I think that I like them hung horizontally the best. Your metal studies are very interesting. Coco is precious!</code> | <code>What is the title of the embroidery piece the author created in their Stitch class?</code>                  |
* Loss: [<code>MultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
  ```json
  {
      "scale": 20.0,
      "similarity_fct": "cos_sim"
  }
  ```

### Training Hyperparameters
#### Non-Default Hyperparameters

- `eval_strategy`: steps
- `per_device_train_batch_size`: 20
- `per_device_eval_batch_size`: 20
- `num_train_epochs`: 1
- `warmup_ratio`: 0.1
- `fp16`: True
- `batch_sampler`: no_duplicates

#### All Hyperparameters
<details><summary>Click to expand</summary>

- `overwrite_output_dir`: False
- `do_predict`: False
- `eval_strategy`: steps
- `prediction_loss_only`: True
- `per_device_train_batch_size`: 20
- `per_device_eval_batch_size`: 20
- `per_gpu_train_batch_size`: None
- `per_gpu_eval_batch_size`: None
- `gradient_accumulation_steps`: 1
- `eval_accumulation_steps`: None
- `learning_rate`: 5e-05
- `weight_decay`: 0.0
- `adam_beta1`: 0.9
- `adam_beta2`: 0.999
- `adam_epsilon`: 1e-08
- `max_grad_norm`: 1.0
- `num_train_epochs`: 1
- `max_steps`: -1
- `lr_scheduler_type`: linear
- `lr_scheduler_kwargs`: {}
- `warmup_ratio`: 0.1
- `warmup_steps`: 0
- `log_level`: passive
- `log_level_replica`: warning
- `log_on_each_node`: True
- `logging_nan_inf_filter`: True
- `save_safetensors`: True
- `save_on_each_node`: False
- `save_only_model`: False
- `restore_callback_states_from_checkpoint`: False
- `no_cuda`: False
- `use_cpu`: False
- `use_mps_device`: False
- `seed`: 42
- `data_seed`: None
- `jit_mode_eval`: False
- `use_ipex`: False
- `bf16`: False
- `fp16`: True
- `fp16_opt_level`: O1
- `half_precision_backend`: auto
- `bf16_full_eval`: False
- `fp16_full_eval`: False
- `tf32`: None
- `local_rank`: 0
- `ddp_backend`: None
- `tpu_num_cores`: None
- `tpu_metrics_debug`: False
- `debug`: []
- `dataloader_drop_last`: False
- `dataloader_num_workers`: 0
- `dataloader_prefetch_factor`: None
- `past_index`: -1
- `disable_tqdm`: False
- `remove_unused_columns`: True
- `label_names`: None
- `load_best_model_at_end`: False
- `ignore_data_skip`: False
- `fsdp`: []
- `fsdp_min_num_params`: 0
- `fsdp_config`: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
- `fsdp_transformer_layer_cls_to_wrap`: None
- `accelerator_config`: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
- `deepspeed`: None
- `label_smoothing_factor`: 0.0
- `optim`: adamw_torch
- `optim_args`: None
- `adafactor`: False
- `group_by_length`: False
- `length_column_name`: length
- `ddp_find_unused_parameters`: None
- `ddp_bucket_cap_mb`: None
- `ddp_broadcast_buffers`: False
- `dataloader_pin_memory`: True
- `dataloader_persistent_workers`: False
- `skip_memory_metrics`: True
- `use_legacy_prediction_loop`: False
- `push_to_hub`: False
- `resume_from_checkpoint`: None
- `hub_model_id`: None
- `hub_strategy`: every_save
- `hub_private_repo`: False
- `hub_always_push`: False
- `gradient_checkpointing`: False
- `gradient_checkpointing_kwargs`: None
- `include_inputs_for_metrics`: False
- `eval_do_concat_batches`: True
- `fp16_backend`: auto
- `push_to_hub_model_id`: None
- `push_to_hub_organization`: None
- `mp_parameters`: 
- `auto_find_batch_size`: False
- `full_determinism`: False
- `torchdynamo`: None
- `ray_scope`: last
- `ddp_timeout`: 1800
- `torch_compile`: False
- `torch_compile_backend`: None
- `torch_compile_mode`: None
- `dispatch_batches`: None
- `split_batches`: None
- `include_tokens_per_second`: False
- `include_num_input_tokens_seen`: False
- `neftune_noise_alpha`: None
- `optim_target_modules`: None
- `batch_eval_metrics`: False
- `eval_on_start`: False
- `batch_sampler`: no_duplicates
- `multi_dataset_batch_sampler`: proportional

</details>

### Training Logs
| Epoch | Step | Training Loss | loss   |
|:-----:|:----:|:-------------:|:------:|
| 0.01  | 1    | -             | 0.1747 |
| 0.04  | 2    | -             | 0.1662 |
| 0.06  | 3    | -             | 0.1445 |
| 0.08  | 4    | -             | 0.1257 |
| 0.1   | 5    | 0.2123        | 0.1112 |
| 0.12  | 6    | -             | 0.0996 |
| 0.14  | 7    | -             | 0.0915 |
| 0.16  | 8    | -             | 0.0859 |
| 0.18  | 9    | -             | 0.0818 |
| 0.2   | 10   | 0.1144        | 0.0782 |
| 0.22  | 11   | -             | 0.0752 |
| 0.24  | 12   | -             | 0.0728 |
| 0.26  | 13   | -             | 0.0709 |
| 0.28  | 14   | -             | 0.0696 |
| 0.3   | 15   | 0.0478        | 0.0686 |
| 0.32  | 16   | -             | 0.0680 |
| 0.34  | 17   | -             | 0.0675 |
| 0.36  | 18   | -             | 0.0672 |
| 0.38  | 19   | -             | 0.0671 |
| 0.4   | 20   | 0.17          | 0.0668 |
| 0.42  | 21   | -             | 0.0665 |
| 0.44  | 22   | -             | 0.0664 |
| 0.46  | 23   | -             | 0.0663 |
| 0.48  | 24   | -             | 0.0661 |
| 0.5   | 25   | 0.0925        | 0.0660 |
| 0.52  | 26   | -             | 0.0657 |
| 0.54  | 27   | -             | 0.0656 |
| 0.56  | 28   | -             | 0.0654 |
| 0.58  | 29   | -             | 0.0651 |
| 0.6   | 30   | 0.0643        | 0.0648 |
| 0.62  | 31   | -             | 0.0646 |
| 0.64  | 32   | -             | 0.0644 |
| 0.66  | 33   | -             | 0.0642 |
| 0.68  | 34   | -             | 0.0639 |
| 0.7   | 35   | 0.0565        | 0.0637 |
| 0.72  | 36   | -             | 0.0635 |
| 0.74  | 37   | -             | 0.0632 |
| 0.76  | 38   | -             | 0.0630 |
| 0.78  | 39   | -             | 0.0628 |
| 0.8   | 40   | 0.0649        | 0.0627 |
| 0.82  | 41   | -             | 0.0626 |
| 0.84  | 42   | -             | 0.0624 |
| 0.86  | 43   | -             | 0.0623 |
| 0.88  | 44   | -             | 0.0621 |
| 0.9   | 45   | 0.1115        | 0.0620 |
| 0.92  | 46   | -             | 0.0619 |
| 0.94  | 47   | -             | 0.0618 |
| 0.96  | 48   | -             | 0.0617 |
| 0.98  | 49   | -             | 0.0616 |
| 1.0   | 50   | 0.157         | 0.0616 |


### Framework Versions
- Python: 3.10.12
- Sentence Transformers: 3.0.1
- Transformers: 4.42.4
- PyTorch: 2.3.1+cu121
- Accelerate: 0.27.0
- Datasets: 2.20.0
- Tokenizers: 0.19.1

## Citation

### BibTeX

#### Sentence Transformers
```bibtex
@inproceedings{reimers-2019-sentence-bert,
    title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks",
    author = "Reimers, Nils and Gurevych, Iryna",
    booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing",
    month = "11",
    year = "2019",
    publisher = "Association for Computational Linguistics",
    url = "https://arxiv.org/abs/1908.10084",
}
```

#### MultipleNegativesRankingLoss
```bibtex
@misc{henderson2017efficient,
    title={Efficient Natural Language Response Suggestion for Smart Reply}, 
    author={Matthew Henderson and Rami Al-Rfou and Brian Strope and Yun-hsuan Sung and Laszlo Lukacs and Ruiqi Guo and Sanjiv Kumar and Balint Miklos and Ray Kurzweil},
    year={2017},
    eprint={1705.00652},
    archivePrefix={arXiv},
    primaryClass={cs.CL}
}
```

<!--
## Glossary

*Clearly define terms in order to be accessible across audiences.*
-->

<!--
## Model Card Authors

*Lists the people who create the model card, providing recognition and accountability for the detailed work that goes into its construction.*
-->

<!--
## Model Card Contact

*Provides a way for people who have updates to the Model Card, suggestions, or questions, to contact the Model Card authors.*
-->