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 201216 of 216 papers

TitleStatusHype
HoVer: A Dataset for Many-Hop Fact Extraction And Claim Verification0
How Robust are Fact Checking Systems on Colloquial Claims?0
Evidentiality-guided Generation for Knowledge-Intensive NLP Tasks0
Hypothesis Testing Prompting Improves Deductive Reasoning in Large Language Models0
Hypothetical Documents or Knowledge Leakage? Rethinking LLM-based Query Expansion0
Improving Retrieval Augmented Language Model with Self-Reasoning0
Improving the fact-checking performance of language models by relying on their entailment ability0
On the Importance of Delexicalization for Fact Verification0
Investigating Zero- and Few-shot Generalization in Fact Verification0
Table-based Fact Verification with Self-adaptive Mixture of Experts0
Validation of Facts Against Textual Sources0
Fine-grained Fact Verification with Kernel Graph Attention Network0
Evidence Decomposition Graph Network for Fact Verification0
Evidence-Based Temporal Fact Verification0
Table-based Fact Verification with Self-labeled Keypoint Alignment0
Large Language Model for Table Processing: A Survey0
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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
10T5-baseKILT-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