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 101125 of 216 papers

TitleStatusHype
FiD-Ex: Improving Sequence-to-Sequence Models for Extractive Rationale Generation0
Findings of Factify 2: Multimodal Fake News Detection0
Fine-Grained Appropriate Reliance: Human-AI Collaboration with a Multi-Step Transparent Decision Workflow for Complex Task Decomposition0
FlashCheck: Exploration of Efficient Evidence Retrieval for Fast Fact-Checking0
GLAF: Global-to-Local Aggregation and Fission Network for Semantic Level Fact Verification0
Global Responses to the COVID-19 Pandemic: A Case Study of Spatiotemporal Evidence Finding and Verification0
GPTs at Factify 2022: Prompt Aided Fact-Verification0
Graph Sequential Network for Reasoning over Sequences0
Growing and Serving Large Open-domain Knowledge Graphs0
An Examination on the Effectiveness of Divide-and-Conquer Prompting in Large Language Models0
HoVer: A Dataset for Many-Hop Fact Extraction And Claim Verification0
How Robust are Fact Checking Systems on Colloquial Claims?0
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
Investigating Zero- and Few-shot Generalization in Fact Verification0
Fine-grained Fact Verification with Kernel Graph Attention Network0
Large Language Model for Table Processing: A Survey0
Learning to Navigate Wikipedia by Taking Random Walks0
Learn to Combine Linguistic and Symbolic Information for Table-based Fact Verification0
Logically at Factify 2: A Multi-Modal Fact Checking System Based on Evidence Retrieval techniques and Transformer Encoder Architecture0
Logically at Factify 2022: Multimodal Fact Verification0
LookupForensics: A Large-Scale Multi-Task Dataset for Multi-Phase Image-Based Fact Verification0
Mining the Explainability and Generalization: Fact Verification Based on Self-Instruction0
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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
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