Datasets:

fine-tuned
/

NFCorpus-0-0-gpt-4o-2024-05-13-257061

+---
+license: apache-2.0
+task_categories:
+- feature-extraction
+- sentence-similarity
+language:
+- en
+tags:
+- sentence-transformers
+- feature-extraction
+- sentence-similarity
+- mteb
+- Medical
+- Nutrition
+- Queries
+- Documents
+- Relevance
+pretty_name: medical information retrieval
+size_categories:
+- n<1K
+---
+# NFCorpus-0-0-gpt-4o-2024-05-13-257061 Dataset
+## Dataset Description
+The dataset "medical information retrieval" is a generated dataset designed to support the development of domain specific embedding models for retrieval tasks.
+## Associated Model
+This dataset was used to train the [**NFCorpus-0-0-gpt-4o-2024-05-13-257061**](https://huggingface.co/fine-tuned/NFCorpus-0-0-gpt-4o-2024-05-13-257061) model.
+## How to Use
+To use this dataset for model training or evaluation, you can load it using the Hugging Face `datasets` library as follows:
+```python
+from datasets import load_dataset
+dataset = load_dataset("fine-tuned/NFCorpus-0-0-gpt-4o-2024-05-13-257061")
+print(dataset['test'][0])
+```

document_types.txt ADDED Viewed

	@@ -0,0 +1,3 @@

+natural language query
+medical document
+relevance judgment

samples_eval.jsonl ADDED Viewed

File without changes

samples_train.jsonl ADDED Viewed

File without changes

search_type.txt ADDED Viewed

	@@ -0,0 +1 @@


1	+ medical information retrieval

topics.txt ADDED Viewed

	@@ -0,0 +1,320 @@

+BM25
+BMJ
+Bibliometrics
+Bioavailability
+Biocomputing
+Biocuration
+Bioengineering
+Bioequivalence
+Bioethics
+Bioimaging
+Bioinformatics
+Bioinorganic
+Bioinspired
+Bioinstrumentation
+Biological
+Bioluminescence
+Biomarker
+Biomaterials
+Biomedical
+Biomedicine
+Biometrics
+Biomimetics
+Biomonitoring
+Bionanotechnology
+Bionics
+Biopharmaceuticals
+Biophysics
+Biopolymer
+Bioprocessing
+Biopsychosocial
+Bioreactor
+Bioremediation
+Biorepository
+Bioscience
+Biospecimen
+Biostatistical
+Biostatistics
+Biosurveillance
+Biosynthesis
+Biotechnology
+Biotransformation
+Biovariability
+Boolean
+Boteva
+Carcinogenesis
+Carcinogenicity
+Cardiomyopathy
+Cardiopulmonary
+Cardiothoracic
+Cardiotoxicity
+Cardiovascular
+Catabolism
+Catalyst
+Catheterization
+Causal
+Causality
+Cellular
+Cerebrovascular
+Chemoprevention
+Chemotherapy
+Cholesterol
+Chronic
+Cirrhosis
+Clinical
+Clinician
+Cognition
+Cognitive
+Coherence
+Cohort
+Comorbidity
+Compendium
+Complexity
+Compliance
+Comprehensive
+Concomitant
+Concordance
+Confounding
+Congenital
+Consensus
+Consortium
+Contingency
+Continuum
+Contraindication
+Convalescence
+Coronary
+Corpus
+Corticosteroid
+Corticotropin
+Cytokine
+Cytology
+Cytotoxicity
+Data Extraction
+Data Format
+Data Retrieval
+Dataset
+Development Subset
+Direct Link
+Document Length
+Documents Data
+Download
+ECIR
+Evaluation
+Experiments
+Extraction Process
+FAQ
+Factual
+File
+Format
+Full-Text
+Functionality
+Gholipour
+Greger
+Heidelberg
+Heuristic
+Hyperlink
+Hypertext
+Hypothesis
+Indexing
+Informatics
+Information
+Ingestion
+Inhibitor
+Injury
+Innovative
+Inquiry
+Institute
+Integration
+Intellectual
+Intelligence
+Interdisciplinary
+Interface
+Interlinking
+Internal
+International
+Internet
+Interoperability
+Intervention
+Investigation
+Judgment
+Knowledge
+Knowledgeable
+Knowledgebase
+Learning
+Learning to Rank
+Link
+Links
+Literature
+Machine Learning
+Medical
+Medical Documents
+Medical Information Retrieval
+Medical Terminology
+Metadata
+Methodology
+Metrics
+Microbiology
+Model
+Modeling
+Models
+Multilingual
+Multimodal
+Multinomial
+Multivariate
+NDCG
+NFCorpus
+NIST
+NLP
+NutritionFacts
+NutritionFacts.org
+Padova
+RNA Sequencing
+Radiology
+Randomization
+Rarefaction
+Reagent
+Receptor
+Recombinant
+Reconstitution
+Rectification
+Recurrence
+Redundancy
+Refinement
+Regeneration
+Regimen
+Regression
+Regulation
+Rehabilitation
+Reinforcement
+Rejection
+Relapse
+Relevance
+Remission
+Renal
+Replication
+Repression
+Reproducibility
+Resection
+Reservoir
+Resistance
+Resolution
+Resonance
+Respiration
+Restoration
+Restriction
+Retina
+Retraction
+Retrovirus
+Revascularization
+Revitalization
+Rheology
+Rheumatology
+Ribonucleic
+Ribonucleoprotein
+Ribonucleotide
+Ribosome
+Risk Assessment
+Rodenticide
+Rubella
+Script
+Sec
+Sec 6.1
+Service
+Setup
+Sokolov
+Sophisticated
+Source
+Specific
+Split
+Subset
+Subsets
+System
+TFIDF
+TREC_Eval Script
+Tagging System
+Technical Language
+Terms of Service
+Testing Subsets
+Text Retrieval
+Top-1000 Documents
+Training Subsets
+URL Source
+Use for Academic Purposes
+User Queries
+Validation Data
+Vera Boteva
+Version Control
+Web Crawling
+Website Links
+XML Format
+ablation
+absorption
+abstract
+academic
+accessibility
+acetaminophen
+acetylcholine
+acidophilus
+acidosis
+acoustic
+acquisition
+acrylamide
+actinomycin
+adaptive
+adenocarcinoma
+adenovirus
+adipocyte
+adjuvant
+adrenaline
+aerobic
+aetiology
+algorithm
+alignment
+annotation
+anomaly
+antibody
+application
+architecture
+archive
+artificial
+assessment
+association
+asthma
+asymptomatic
+attribute
+augmentation
+authenticity
+autoimmune
+automation
+availability
+average
+avidity
+axial
+axis
+azithromycin
+azotemia
+aztreonam
+natural language queries
+non-technical English
+non-technical language
+nutrition
+nutritionfacts.org
+ontology
+optimization
+outlier
+overfitting
+overlap
+paper
+part
+parts
+per
+please
+pmid
+previous
+proceedings
+process
+publication
+pubmed
+qrel
+queries
+query