← Table-based Fact Verification

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TabFact

아카이브 평가 15건 · 마지막 적재/변경 2026-10-30

원본 데이터셋 링크 1

평가 기록

과거 수집 기록이며 최신 순위가 아닙니다. 데이터셋 버전·split·실험 조건과 지표 방향이 검증되지 않은 결과는 직접 비교할 수 없습니다. 날짜는 논문 날짜이며 최신 평가일을 뜻하지 않습니다.

표가 화면보다 넓으면 좌우로 스크롤하여 논문과 구현 링크를 확인하세요.

원본 기록 순서 · 순위 미부여
모델	원본 지표·값	논문	구현
ARTEMIS-DA	Test 93.1	ARTEMIS-DA: An Advanced Reasoning and Transformation Engine for Multi-Step Insight Synthesis in Data Analytics 2024-12-18	연결 없음
Dater	Test 93.0	Large Language Models are Versatile Decomposers: Decompose Evidence and Questions for Table-based Reasoning 2023-01-31	코드 1 · 코드 2
PASTA	Test 89.3 Val 89.2	PASTA: Table-Operations Aware Fact Verification via Sentence-Table Cloze Pre-training 2022-11-05	코드 1
Chain-of-Table	Test 86.61 Val -	Chain-of-Table: Evolving Tables in the Reasoning Chain for Table Understanding 2024-01-09	코드 1 · 코드 2
Binder	Test 86.0 Val -	Binding Language Models in Symbolic Languages 2022-10-06	코드 1 · 코드 2 · 코드 3 · 코드 4
Tab-PoT	Test 85.77	Efficient Prompting for LLM-based Generative Internet of Things 2024-06-14	연결 없음
ReasTAP-Large	Test 84.9 Val 84.6	ReasTAP: Injecting Table Reasoning Skills During Pre-training via Synthetic Reasoning Examples 2022-10-22	코드 1
TAPEX-Large	Test 84.2 Val 84.6	TAPEX: Table Pre-training via Learning a Neural SQL Executor 2021-07-16	코드 1 · 코드 2 · 코드 3 · 코드 4
T5-3b(UnifiedSKG)	Test 83.68 Val 83.97	UnifiedSKG: Unifying and Multi-Tasking Structured Knowledge Grounding with Text-to-Text Language Models 2022-01-16	코드 1
Salience-aware TAPAS	Test 82.1 Val 82.7	Table-based Fact Verification with Salience-aware Learning 2021-09-09	코드 1
TAPAS-Large classifier with Counterfactual + Synthetic pre-training	Test 81.0 Val 81.0	Understanding tables with intermediate pre-training 2020-10-01	코드 1
TabSQLify (col+row)	Test 79.5	TabSQLify: Enhancing Reasoning Capabilities of LLMs Through Table Decomposition 2024-04-15	코드 1 · 코드 2
NormTab (Targeted) + SQL	Test 68.90	NormTab: Improving Symbolic Reasoning in LLMs Through Tabular Data Normalization 2024-06-25	코드 1
Table-BERT-Horizontal-T+F-Template	Test 65.12 Val 66.1	TabFact: A Large-scale Dataset for Table-based Fact Verification 2019-09-05	코드 1
BERT classifier w/o Table	Test 50.5 Val 50.9	TabFact: A Large-scale Dataset for Table-based Fact Verification 2019-09-05	코드 1