SOTAVerified

Fact Verification

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

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 111–120 of 216 papers

TitleStatusHype
HoVer: A Dataset for Many-Hop Fact Extraction And Claim Verification—0
How Robust are Fact Checking Systems on Colloquial Claims?—0
Hypothesis Testing Prompting Improves Deductive Reasoning in Large Language Models—0
Hypothetical Documents or Knowledge Leakage? Rethinking LLM-based Query Expansion—0
Improving Retrieval Augmented Language Model with Self-Reasoning—0
Improving the fact-checking performance of language models by relying on their entailment ability—0
Investigating Zero- and Few-shot Generalization in Fact Verification—0
Fine-grained Fact Verification with Kernel Graph Attention Network—0
Large Language Model for Table Processing: A Survey—0
Learning to Navigate Wikipedia by Taking Random Walks—0
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All datasetsKILT: FEVERFEVERDanFEVER

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