Text Classification
Transformers
English
Japanese
hallucination-detection
groundedness
rag
guardrails
rule-based
not-a-neural-model
Instructions to use NagaYu/claimcheck-rules with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use NagaYu/claimcheck-rules with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="NagaYu/claimcheck-rules")# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("NagaYu/claimcheck-rules", device_map="auto") - Notebooks
- Google Colab
- Kaggle
| { | |
| "rules_version": "1.1.0", | |
| "description": "Numeric literal recognition and normalisation.", | |
| "pattern": "(?<![0-9A-Za-z._\\-])(?P<sign>[-+▲△])?(?:(?P<cur>(?:US\\$|USD|JPY|EUR|GBP|KRW|CNY|[$¥€£₩]))\\s{0,2})?(?P<num>(?:[0-9]{1,3}(?:,[0-9]{3})+(?:\\.[0-9]+)?|[0-9]+(?:\\.[0-9]+)?|\\.[0-9]+))(?P<exp>[eE][-+]?[0-9]{1,3})?\\s?(?P<mag>(?:千|万|億|兆|[kKmMbB](?![A-Za-z0-9])))?\\s?(?P<pct>(?:%|パーセント|ポイント|割))?(?:\\s?(?P<unit>(?:円|ドル|ユーロ|元|ウォン|件|人|名|社|店|台|個|本|枚|冊|回|倍|点|位|票|室|席|品|語|文字|字|行|列|頁|ページ|年度|年間|年|ヶ月|か月|カ月|ヵ月|箇月|週間|日間|時間|分間|秒|分|時|日|歳|才|km|cm|mm|kg|mg|GB|MB|TB|KB|PB|Mbps|Gbps|bps|kHz|MHz|GHz|Hz|kW|MW|W|mL|L|m2|㎡|平方メートル|立方メートル|℃|°C|°F|m|g|t|V|A))(?![A-Za-z]))?", | |
| "components": { | |
| "number_core": "(?:[0-9]{1,3}(?:,[0-9]{3})+(?:\\.[0-9]+)?|[0-9]+(?:\\.[0-9]+)?|\\.[0-9]+)", | |
| "currency": "(?:US\\$|USD|JPY|EUR|GBP|KRW|CNY|[$¥€£₩])", | |
| "magnitude": "(?:千|万|億|兆|[kKmMbB](?![A-Za-z0-9]))", | |
| "percent": "(?:%|パーセント|ポイント|割)", | |
| "unit": "(?:円|ドル|ユーロ|元|ウォン|件|人|名|社|店|台|個|本|枚|冊|回|倍|点|位|票|室|席|品|語|文字|字|行|列|頁|ページ|年度|年間|年|ヶ月|か月|カ月|ヵ月|箇月|週間|日間|時間|分間|秒|分|時|日|歳|才|km|cm|mm|kg|mg|GB|MB|TB|KB|PB|Mbps|Gbps|bps|kHz|MHz|GHz|Hz|kW|MW|W|mL|L|m2|㎡|平方メートル|立方メートル|℃|°C|°F|m|g|t|V|A)" | |
| }, | |
| "magnitude_factors": { | |
| "千": "1000", | |
| "万": "10000", | |
| "億": "100000000", | |
| "兆": "1000000000000", | |
| "k": "1000", | |
| "K": "1000", | |
| "m": "1000000", | |
| "M": "1000000", | |
| "b": "1000000000", | |
| "B": "1000000000" | |
| }, | |
| "notes": [ | |
| "Leading ▲/△ and parenthesised values are negative (Japanese/financial accounting notation).", | |
| "3割 normalises to 30 with kind=percent.", | |
| "Percent keeps its displayed magnitude (15% -> 15); the 15 <-> 0.15 equivalence is tried separately.", | |
| "Bare integers 0-10 with no unit are never marked contradicted: they are near everything.", | |
| "An exact sign flip is decided BEFORE the derivation search, so a loss reported as a profit cannot be excused by a coincidental formula.", | |
| "ISO currency codes are excluded from entity extraction so 'USD 45,000' keeps its number." | |
| ] | |
| } | |