Accueil Actualités Articles de recherche récents Tutoriels Ensembles de données Wiki SOTA Modèles LLM Classement GPU Événements

Français

Table Based Fact Verification On Tabfact

Métriques

Test

Val

Résultats

Résultats de performance de divers modèles sur ce benchmark

Nom du modèle	Test	Val	Paper Title	Repository
TAPAS-Large classifier with Counterfactual + Synthetic pre-training	81.0	81.0	Understanding tables with intermediate pre-training
PASTA	89.3	89.2	PASTA: Table-Operations Aware Fact Verification via Sentence-Table Cloze Pre-training	-
T5-3b(UnifiedSKG)	83.68	83.97	UnifiedSKG: Unifying and Multi-Tasking Structured Knowledge Grounding with Text-to-Text Language Models
Table-BERT-Horizontal-T+F-Template	65.12	66.1	TabFact: A Large-scale Dataset for Table-based Fact Verification
ARTEMIS-DA	93.1	-	ARTEMIS-DA: An Advanced Reasoning and Transformation Engine for Multi-Step Insight Synthesis in Data Analytics	-
Binder	86.0	-	Binding Language Models in Symbolic Languages
TabSQLify (col+row)	79.5	-	TabSQLify: Enhancing Reasoning Capabilities of LLMs Through Table Decomposition	-
ReasTAP-Large	84.9	84.6	ReasTAP: Injecting Table Reasoning Skills During Pre-training via Synthetic Reasoning Examples	-
Chain-of-Table	86.61	-	Chain-of-Table: Evolving Tables in the Reasoning Chain for Table Understanding
Tab-PoT	85.77	-	Efficient Prompting for LLM-based Generative Internet of Things	-
TAPEX-Large	84.2	84.6	TAPEX: Table Pre-training via Learning a Neural SQL Executor
NormTab (Targeted) + SQL	68.90	-	NormTab: Improving Symbolic Reasoning in LLMs Through Tabular Data Normalization
BERT classifier w/o Table	50.5	50.9	TabFact: A Large-scale Dataset for Table-based Fact Verification
Dater	93.0	-	Large Language Models are Versatile Decomposers: Decompose Evidence and Questions for Table-based Reasoning
Salience-aware TAPAS	82.1	82.7	Table-based Fact Verification with Salience-aware Learning

0 of 15 row(s) selected.