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 110 of 216 papers

TitleStatusHype
Loki: An Open-Source Tool for Fact VerificationCode5
Self-RAG: Learning to Retrieve, Generate, and Critique through Self-ReflectionCode4
AlignScore: Evaluating Factual Consistency with a Unified Alignment FunctionCode4
ReAct: Synergizing Reasoning and Acting in Language ModelsCode4
Retrieval-Augmented Generation for Knowledge-Intensive NLP TasksCode4
Reasoning-Table: Exploring Reinforcement Learning for Table ReasoningCode2
SemViQA: A Semantic Question Answering System for Vietnamese Information Fact-CheckingCode2
Benchmarking Retrieval-Augmented Generation in Multi-Modal ContextsCode2
SimGRAG: Leveraging Similar Subgraphs for Knowledge Graphs Driven Retrieval-Augmented GenerationCode2
TART: An Open-Source Tool-Augmented Framework for Explainable Table-based ReasoningCode2
Show:102550
← PrevPage 1 of 22Next →

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Re2GKILT-AC78.53Unverified
2intersectKILT-AC71.28Unverified
3WikipediaKILT-AC65.68Unverified
4KGIKILT-AC64.41Unverified
5Multitask DPR + BARTKILT-AC63.94Unverified
6BERT + DPRKILT-AC58.58Unverified
7RAGKILT-AC53.45Unverified
8BART + DPRKILT-AC47.68Unverified
9NSMNKILT-AC41.88Unverified
10ElefPavKILT-AC0Unverified
#ModelMetricClaimedVerifiedStatus
1ProoFVer-SBAccuracy79.47Unverified
2DREAMAccuracy76.85Unverified
3RoBERTa-Base Joint MSPP FlexibleAccuracy75.36Unverified
4RoBERTa-Base Joint MSPPAccuracy74.39Unverified
5KGATAccuracy74.1Unverified
6RAGAccuracy72.5Unverified
7GEARAccuracy71.6Unverified
#ModelMetricClaimedVerifiedStatus
1DanFEVER XLM-RoBERTa LargeF10.9Unverified