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README.md
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We've made a first attempt to filter out duplicates (e.g., same appearance description) and flagged images (e.g., images with "No Image Found" sign), but there might still be other flaws.
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## Case
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- Table-View
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| Image | Appearance | Personality |
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| | Frieren is a petite, female elf with green eyes, thick eyebrows, and long, white hair parted in the middle and tied into two high pigtails. Like all elves, she has large, pointed ears. She wears a striped black and white shirt, along with a white jacket tucked into a skirt with a black belt. The sleeves of her jacket end with large, gold cuffs. Both her jacket and skirt have gold trims along the edges. Over her jacket, she wears a short cape that matches the white and gold theme of her jacket and skirt, and the cape includes decorative, gold accents with red jewels on each shoulder and a high collar that is fastened with a red jewel. She also wears black tights, brown boots, and a pair of gold earrings with red, teardrop-shaped jewels hanging from each earring... | Frieren has an easy-going personality, however, her aloof attitude makes her a mystery to her peers, as humans and elves tend to see things differently. [7] As an elf who has lived for at least a millennium, she has a poor sense of time that manifests in a bad habit of being unable to get up in the morning, along with a deeper inability to comprehend how time passes for humans. This is, in part, a reason for Frieren's aloof attitude, since she sees large lengths of time as too brief for her to form meaningful connections. For instance, she thought of a ten-year journey with her comrades as short and believed she knew nothing about Himmel the Hero , even up until his passing
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- JSON-View (metadata.jsonl)
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### Potential Image-Text Mismatch
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- **Too
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At times, the appearance descriptions may be lengthy, spanning multiple paragraphs and introducing several appearances for a single character. However, this can result in mismatches with the associated image, as only the first figure from the Wiki page is captured.
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Sometimes, the character figure in the image is only partially visible (e.g., a headshot or half-body, image without colors (black and white)), which may not fully align with the details in the "appearance" field that describe a full-body view. This can introduce another type of mismatch.
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To address this, consider using a vision (-language) model to identify and categorize the character’s visible features (e.g., face-only, half-body, or full-body) and filter or modify descriptions accordingly.
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We've made a first attempt to filter out duplicates (e.g., same appearance description) and flagged images (e.g., images with "No Image Found" sign), but there might still be other flaws.
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## Case Study
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- Table-View
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| Image | Character | Appearance | Personality |
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|:-------------------------------------------------------------------------------------------:|:-----------------:|:-----------------:|:----------:|
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| | Frieren | Frieren is a petite, female elf with green eyes, thick eyebrows, and long, white hair parted in the middle and tied into two high pigtails. Like all elves, she has large, pointed ears. She wears a striped black and white shirt, along with a white jacket tucked into a skirt with a black belt. The sleeves of her jacket end with large, gold cuffs. Both her jacket and skirt have gold trims along the edges. Over her jacket, she wears a short cape that matches the white and gold theme of her jacket and skirt, and the cape includes decorative, gold accents with red jewels on each shoulder and a high collar that is fastened with a red jewel. She also wears black tights, brown boots, and a pair of gold earrings with red, teardrop-shaped jewels hanging from each earring... | Frieren has an easy-going personality, however, her aloof attitude makes her a mystery to her peers, as humans and elves tend to see things differently. [7] As an elf who has lived for at least a millennium, she has a poor sense of time that manifests in a bad habit of being unable to get up in the morning, along with a deeper inability to comprehend how time passes for humans. This is, in part, a reason for Frieren's aloof attitude, since she sees large lengths of time as too brief for her to form meaningful connections. For instance, she thought of a ten-year journey with her comrades as short and believed she knew nothing about Himmel the Hero , even up until his passing. However, following Himmel's funeral, she made the decision to get to know humans better.\nAlthough she is generally stoic, carefree, and often lacks tact, Frieren also has things she is emotionally sensitive to. She was embarrassed when others discovered her mana detection is interrupted for a fraction of a second when a spell is cast, a common error for apprentice mages that she has yet to overcome. She is sensitive to people calling her old and holds a grudge against Stark for doing so multiple times. When she is upset, she is capable of throwing a tantrum that can result in her crying for upwards of three days, scaring the other members of the Hero Party . In addition, Frieren can experience an extreme temper around once every decade, to the point where she could kill someone when provoked. [8] This rage lasts only up to 10 minutes. [9] It is also implied that she is somewhat insecure about her body, as she occasionally shows hints of jealousy over Fern's figure. |
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| | Chika Fujiwara | Chika is a cute fair-skinned young girl with shoulder-length silver hair (light pink in the anime) that has a black bow in the middle of her square bangs, blue eyes and she is just a few centimeters shorter than Kaguya Shinomiya . And as noted by Kaguya, Chika has a rather large chest size.\nShe is usually dressed in a Shuchi'in Academy high school uniform and occasionally she ties her hair in a slightly high ponytail.| Chika is a bubbly, eccentric girl who almost always has a smile on her face. Always looking to have fun with her fellow student council members, she is often the one to come up with strange activities and ideas that entertain herself and the others. She is mostly oblivious to the atmosphere of the room, resulting in her being an unpredictable element that ruins many of Kaguya Shinomiya 's and Miyuki Shirogane 's schemes to make the other confess, and Ai Hayasaka as Chika is a threat to her tasks.\nBecause of her lax attitude and childish antics, many of the council members seem to view her as simple-minded, especially Kaguya. Ironically, Chika is actually quite talented in a variety of areas, being an accomplished pianist while also speaking 5 languages. She can also be quite devious and underhanded, often attempting to cheat in a lot of the games she comes up with, though is exposed every time.\nChika is obsessed with anything that has to do with love, professing herself as a “love detective” and giving relationship advice to others (despite having never had a boyfriend before). She can be oddly perceptive at times, regarding Yu Ishigami 's and Miko Iino 's respective feelings, but is simultaneously oblivious to Kaguya and Shirogane's relationship.\nThe final omake chapter even directly calls her dumb, at the same time explaining that high intelligence can lead to suffering, while dumbness can allow a person to be happier and sincerely enjoy life.|
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- JSON-View (metadata.jsonl)
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### Potential Image-Text Mismatch
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- **Too Much Text**
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At times, the appearance descriptions may be lengthy, spanning multiple paragraphs and introducing several appearances for a single character. However, this can result in mismatches with the associated image, as only the first figure from the Wiki page is captured.
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Sometimes, the character figure in the image is only partially visible (e.g., a headshot or half-body, image without colors (black and white)), which may not fully align with the details in the "appearance" field that describe a full-body view. This can introduce another type of mismatch.
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To address this, consider using a vision (-language) model to identify and categorize the character’s visible features (e.g., face-only, half-body, or full-body) and filter or modify descriptions accordingly.
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- **Text Content Mismatch**
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There are cases where appearance or personality is wrongly located, resulting in unexpected content. For example, see the Angewomon case below
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```json
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{
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"file_name": "images/images_16/84fa6eec-01a0-4b23-8259-afe9b3a580d5.jpg",
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"title": "Digimon",
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"character": "Angewomon (Re:Digitize)",
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"appearance": "Attacks\n\nHoly Arrow : Attacks with a powerful lightning-strike that is also known as \"Heaven's Punishment\". Heaven's Charm : Attacks with a certain-kill ray of light which is packed with beauty and affection, and demonstrates its strongest efficacy against the evil powers of Digimon.",
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"personality": "",
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"url": "https://digimon.fandom.com/wiki/Angewomon_(Re:Digitize)"
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}
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```
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It's clear that in fact there's no Appearance in the "appearance" field. The original "Appearance" section of the webpage is actually just a link (one should go there to really grab the appearance content)
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