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 201–216 of 216 papers

TitleStatusHype
Improving Retrieval Augmented Language Model with Self-Reasoning—0
Improving the fact-checking performance of language models by relying on their entailment ability—0
Uncertainty Calibration for Ensemble-Based Debiasing Methods—0
Investigating Zero- and Few-shot Generalization in Fact Verification—0
On the Importance of Delexicalization for Fact Verification—0
Table-based Fact Verification with Self-adaptive Mixture of Experts—0
Validation of Facts Against Textual Sources—0
Exploring Faithful Rationale for Multi-hop Fact Verification via Salience-Aware Graph Learning—0
Evidentiality-guided Generation for Knowledge-Intensive NLP Tasks—0
Table-based Fact Verification with Self-labeled Keypoint Alignment—0
Large Language Model for Table Processing: A Survey—0
Evidence Decomposition Graph Network for Fact Verification—0
Evidence-Based Temporal Fact Verification—0
Table Fact Verification with Structure-Aware Transformer—0
Learning to Navigate Wikipedia by Taking Random Walks—0
ChronoFact: Timeline-based Temporal Fact Verification—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