SOTAVerified

Fact Verification

Fact verification, also called "fact checking", is a process of verifying facts in natural text against a database of facts.

Papers

Showing 1–10 of 216 papers

TitleStatusHype
Loki: An Open-Source Tool for Fact VerificationCode5
ReAct: Synergizing Reasoning and Acting in Language ModelsCode4
Self-RAG: Learning to Retrieve, Generate, and Critique through Self-ReflectionCode4
Retrieval-Augmented Generation for Knowledge-Intensive NLP TasksCode4
AlignScore: Evaluating Factual Consistency with a Unified Alignment FunctionCode4
Chain of Preference Optimization: Improving Chain-of-Thought Reasoning in LLMsCode2
Chain-of-Table: Evolving Tables in the Reasoning Chain for Table UnderstandingCode2
Precise Zero-Shot Dense Retrieval without Relevance LabelsCode2
Benchmarking Retrieval-Augmented Generation in Multi-Modal ContextsCode2
SemViQA: A Semantic Question Answering System for Vietnamese Information Fact-CheckingCode2
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Re2GKILT-AC78.53—Unverified
2intersectKILT-AC71.28—Unverified
3WikipediaKILT-AC65.68—Unverified
4KGIKILT-AC64.41—Unverified
5Multitask DPR + BARTKILT-AC63.94—Unverified
6BERT + DPRKILT-AC58.58—Unverified
7RAGKILT-AC53.45—Unverified
8BART + DPRKILT-AC47.68—Unverified
9NSMNKILT-AC41.88—Unverified
10ElefPavKILT-AC0—Unverified
#ModelMetricClaimedVerifiedStatus
1ProoFVer-SBAccuracy79.47—Unverified
2DREAMAccuracy76.85—Unverified
3RoBERTa-Base Joint MSPP FlexibleAccuracy75.36—Unverified
4RoBERTa-Base Joint MSPPAccuracy74.39—Unverified
5KGATAccuracy74.1—Unverified
6RAGAccuracy72.5—Unverified
7GEARAccuracy71.6—Unverified
#ModelMetricClaimedVerifiedStatus
1DanFEVER XLM-RoBERTa LargeF10.9—Unverified