Token Classification
Transformers
ONNX
Safetensors
English
Japanese
Chinese
bert
anime
filename-parsing
Eval Results (legacy)
Instructions to use ModerRAS/AniFileBERT with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use ModerRAS/AniFileBERT with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("token-classification", model="ModerRAS/AniFileBERT")# Load model directly from transformers import AutoTokenizer, AutoModelForTokenClassification tokenizer = AutoTokenizer.from_pretrained("ModerRAS/AniFileBERT") model = AutoModelForTokenClassification.from_pretrained("ModerRAS/AniFileBERT") - Notebooks
- Google Colab
- Kaggle
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| "primary_metric": "normalized_only", | |
| "modes": { | |
| "model_only": { | |
| "constrain_bio": false, | |
| "sample_count": 1024, | |
| "field_accuracy": { | |
| "group": 1.0, | |
| "title": 0.9970703125, | |
| "season": 1.0, | |
| "episode": 1.0, | |
| "resolution": 1.0, | |
| "source": 0.9990234375, | |
| "special": 0.994140625 | |
| }, | |
| "field_correct": { | |
| "group": 1024, | |
| "title": 1021, | |
| "season": 1024, | |
| "episode": 1024, | |
| "resolution": 1024, | |
| "source": 1023, | |
| "special": 1018 | |
| }, | |
| "field_total": { | |
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| "title": 1024, | |
| "season": 1024, | |
| "episode": 1024, | |
| "resolution": 1024, | |
| "source": 1024, | |
| "special": 1024 | |
| }, | |
| "full_match_accuracy": 0.990234375, | |
| "full_match_correct": 1014, | |
| "full_match_total": 1024, | |
| "failures": [ | |
| { | |
| "filename": "BD Menu Vol.05", | |
| "errors": { | |
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| "pred": "men" | |
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| "gold": { | |
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| "title": "Menu", | |
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| }, | |
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| "source": "BD", | |
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| } | |
| }, | |
| { | |
| "filename": "[YYDM-11FANS][Shaman King][43][DVDRip][720P][X264-10bit_AACx2][ED490609]", | |
| "errors": { | |
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| "pred": "ed" | |
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| }, | |
| "gold": { | |
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| "title": "Shaman King", | |
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| "source": "DVDRip", | |
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| "source": "DVDRip", | |
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| }, | |
| { | |
| "filename": "[UHA-WINGS&VCB-Studio] Karakai Jouzu no Takagi-san 2 [Binaural Sound EP09][Ma10p_1080p][x265_flac]", | |
| "errors": { | |
| "title": { | |
| "gold": "uha-wings&vcb-studio karakai jouzu no takagi san 2 binaural sound ep", | |
| "pred": "uha-wings&vcb-studio karakai jouzu no takagi san 2 binaural sound" | |
| } | |
| }, | |
| "gold": { | |
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| "title": "UHA-WINGS&VCB-Studio Karakai Jouzu no Takagi san 2 Binaural Sound EP", | |
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| "resolution": "1080p", | |
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| "resolution": "1080p", | |
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| }, | |
| { | |
| "filename": "終末なにしてますか?忙しいですか?救ってもらっていいですか? OP2 「DEAREST DROP」", | |
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| "special": "P" | |
| } | |
| }, | |
| { | |
| "filename": "[QTS] CITY HUNTER TV 3rd & '91 Series BD-BOX Eizou Tokuten - City Hunter 3 Housouchuu CM2 30sec (BD Hi10P 960x720 AAC)", | |
| "errors": { | |
| "special": { | |
| "gold": "cm2", | |
| "pred": "3" | |
| } | |
| }, | |
| "gold": { | |
| "group": "QTS", | |
| "title": "CITY HUNTER TV 3rd & '91 Series", | |
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| "source": "BD", | |
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| "resolution": "960x720", | |
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| } | |
| }, | |
| { | |
| "filename": "22話「最凶恶的“他”Part 1/最凶恶的“他”Part 2」", | |
| "errors": { | |
| "title": { | |
| "gold": "22話「最凶恶的“他”part 1/最凶恶的“他”part 2」", | |
| "pred": "2 話「最凶恶的“他”part 1/最凶恶的“他”part 2」" | |
| } | |
| }, | |
| "gold": { | |
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| "title": "22話「最凶恶的“他”Part 1/最凶恶的“他”Part 2」", | |
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| } | |
| }, | |
| { | |
| "filename": "[Judgment] Kareshi Kanojo no Jijou - NCED19.0 [6C5BD6E2]", | |
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| "source": { | |
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| } | |
| }, | |
| "gold": { | |
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| "episode": null, | |
| "resolution": null, | |
| "source": null, | |
| "special": "NCED19" | |
| } | |
| }, | |
| { | |
| "filename": "[QTS] OVA QUIZ MAGIC ACADEMY The Original Animation OMAKE Eizou - EP1 OP + EP2 OPED (BD Hi10P 1920x1080 WV)", | |
| "errors": { | |
| "special": { | |
| "gold": "op", | |
| "pred": "d" | |
| } | |
| }, | |
| "gold": { | |
| "group": "QTS", | |
| "title": "QUIZ MAGIC ACADEMY The Original Animation OMAKE Eizou", | |
| "season": null, | |
| "episode": 1, | |
| "resolution": "1920x1080", | |
| "source": "BD", | |
| "special": "OP" | |
| }, | |
| "pred": { | |
| "group": "QTS", | |
| "title": "QUIZ MAGIC ACADEMY The Original Animation OMAKE Eizou", | |
| "season": null, | |
| "episode": 1, | |
| "resolution": "1920x1080", | |
| "source": "BD", | |
| "special": "D" | |
| } | |
| }, | |
| { | |
| "filename": "[Moozzi2] Ojamajo Doremi Movie - 01 [ Sharp ] (BD 1920x1032 x.264 Flac)", | |
| "errors": { | |
| "special": { | |
| "gold": "movie", | |
| "pred": "0" | |
| } | |
| }, | |
| "gold": { | |
| "group": "Moozzi2", | |
| "title": "Ojamajo Doremi", | |
| "season": null, | |
| "episode": 1, | |
| "resolution": "1920x1032", | |
| "source": "BD", | |
| "special": "Movie" | |
| }, | |
| "pred": { | |
| "group": "Moozzi2", | |
| "title": "Ojamajo Doremi", | |
| "season": null, | |
| "episode": 1, | |
| "resolution": "1920x1032", | |
| "source": "BD", | |
| "special": "0" | |
| } | |
| }, | |
| { | |
| "filename": "[Nekomoe kissaten&VCB-Studio] THE IDOLM@STER CINDERELLA GIRLS U149 [NCED07 お願い!シンデレラ][Ma10p_1080p][x265_flac]", | |
| "errors": { | |
| "special": { | |
| "gold": "nced", | |
| "pred": "7" | |
| } | |
| }, | |
| "gold": { | |
| "group": "Nekomoe kissaten&VCB-Studio", | |
| "title": "THE IDOLM@STER CINDERELLA GIRLS U", | |
| "season": null, | |
| "episode": 149, | |
| "resolution": "1080p", | |
| "source": "x265-flac", | |
| "special": "NCED" | |
| }, | |
| "pred": { | |
| "group": "Nekomoe kissaten&VCB-Studio", | |
| "title": "THE IDOLM@STER CINDERELLA GIRLS U", | |
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| "episode": 149, | |
| "resolution": "1080p", | |
| "source": "x265-flac", | |
| "special": "7" | |
| } | |
| } | |
| ] | |
| }, | |
| "normalized_only": { | |
| "constrain_bio": true, | |
| "sample_count": 1024, | |
| "field_accuracy": { | |
| "group": 1.0, | |
| "title": 0.9970703125, | |
| "season": 1.0, | |
| "episode": 1.0, | |
| "resolution": 1.0, | |
| "source": 0.9990234375, | |
| "special": 0.9970703125 | |
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| "field_correct": { | |
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| "title": 1021, | |
| "season": 1024, | |
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| "resolution": 1024, | |
| "source": 1023, | |
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| "full_match_accuracy": 0.9931640625, | |
| "full_match_correct": 1017, | |
| "full_match_total": 1024, | |
| "failures": [ | |
| { | |
| "filename": "BD Menu Vol.05", | |
| "errors": { | |
| "title": { | |
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| "pred": "men" | |
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| "resolution": null, | |
| "source": "BD", | |
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| } | |
| }, | |
| { | |
| "filename": "[YYDM-11FANS][Shaman King][43][DVDRip][720P][X264-10bit_AACx2][ED490609]", | |
| "errors": { | |
| "special": { | |
| "gold": "ed490609", | |
| "pred": "ed" | |
| } | |
| }, | |
| "gold": { | |
| "group": "YYDM-11FANS", | |
| "title": "Shaman King", | |
| "season": null, | |
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| "resolution": "720P", | |
| "source": "DVDRip", | |
| "special": "ED490609" | |
| }, | |
| "pred": { | |
| "group": "YYDM-11FANS", | |
| "title": "Shaman King", | |
| "season": null, | |
| "episode": 43, | |
| "resolution": "720P", | |
| "source": "DVDRip", | |
| "special": "ED" | |
| } | |
| }, | |
| { | |
| "filename": "[UHA-WINGS&VCB-Studio] Karakai Jouzu no Takagi-san 2 [Binaural Sound EP09][Ma10p_1080p][x265_flac]", | |
| "errors": { | |
| "title": { | |
| "gold": "uha-wings&vcb-studio karakai jouzu no takagi san 2 binaural sound ep", | |
| "pred": "uha-wings&vcb-studio karakai jouzu no takagi san 2 binaural sound" | |
| } | |
| }, | |
| "gold": { | |
| "group": null, | |
| "title": "UHA-WINGS&VCB-Studio Karakai Jouzu no Takagi san 2 Binaural Sound EP", | |
| "season": null, | |
| "episode": 9, | |
| "resolution": "1080p", | |
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| }, | |
| "pred": { | |
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| "title": "UHA-WINGS&VCB-Studio Karakai Jouzu no Takagi san 2 Binaural Sound", | |
| "season": null, | |
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| "resolution": "1080p", | |
| "source": "x265-flac", | |
| "special": null | |
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| }, | |
| { | |
| "filename": "[QTS] CITY HUNTER TV 3rd & '91 Series BD-BOX Eizou Tokuten - City Hunter 3 Housouchuu CM2 30sec (BD Hi10P 960x720 AAC)", | |
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| "special": { | |
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| "gold": { | |
| "group": "QTS", | |
| "title": "CITY HUNTER TV 3rd & '91 Series", | |
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| "resolution": "960x720", | |
| "source": "BD", | |
| "special": "CM2 3" | |
| } | |
| }, | |
| { | |
| "filename": "22話「最凶恶的“他”Part 1/最凶恶的“他”Part 2」", | |
| "errors": { | |
| "title": { | |
| "gold": "22話「最凶恶的“他”part 1/最凶恶的“他”part 2」", | |
| "pred": "22 話「最凶恶的“他”part 1/最凶恶的“他”part 2」" | |
| } | |
| }, | |
| "gold": { | |
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| "title": "22話「最凶恶的“他”Part 1/最凶恶的“他”Part 2」", | |
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| "pred": { | |
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| "title": "22 話「最凶恶的“他”Part 1/最凶恶的“他”Part 2」", | |
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| } | |
| }, | |
| { | |
| "filename": "[Judgment] Kareshi Kanojo no Jijou - NCED19.0 [6C5BD6E2]", | |
| "errors": { | |
| "source": { | |
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| }, | |
| "gold": { | |
| "group": "Judgment", | |
| "title": "Kareshi Kanojo no Jijou", | |
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| "source": "BD", | |
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| "pred": { | |
| "group": "Judgment", | |
| "title": "Kareshi Kanojo no Jijou", | |
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| "resolution": null, | |
| "source": null, | |
| "special": "NCED19" | |
| } | |
| }, | |
| { | |
| "filename": "[Nekomoe kissaten&VCB-Studio] THE IDOLM@STER CINDERELLA GIRLS U149 [NCED07 お願い!シンデレラ][Ma10p_1080p][x265_flac]", | |
| "errors": { | |
| "special": { | |
| "gold": "nced", | |
| "pred": "nced07" | |
| } | |
| }, | |
| "gold": { | |
| "group": "Nekomoe kissaten&VCB-Studio", | |
| "title": "THE IDOLM@STER CINDERELLA GIRLS U", | |
| "season": null, | |
| "episode": 149, | |
| "resolution": "1080p", | |
| "source": "x265-flac", | |
| "special": "NCED" | |
| }, | |
| "pred": { | |
| "group": "Nekomoe kissaten&VCB-Studio", | |
| "title": "THE IDOLM@STER CINDERELLA GIRLS U", | |
| "season": null, | |
| "episode": 149, | |
| "resolution": "1080p", | |
| "source": "x265-flac", | |
| "special": "NCED07" | |
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| } | |
| } | |
| } | |