الرئيسية الأخبار أحدث الأوراق البحثية الدروس مجموعات البيانات الموسوعة SOTA نماذج LLM لوحة الأداء GPU الفعاليات

العربية

Table Based Fact Verification On Tabfact

المقاييس

Test

Val

النتائج

نتائج أداء النماذج المختلفة على هذا المعيار القياسي

اسم النموذج	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	-

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Table Based Fact Verification On Tabfact | SOTA | HyperAI