SOTAVerified

Question Answering

Question answering can be segmented into domain-specific tasks like community question answering and knowledge-base question answering. Popular benchmark datasets for evaluation question answering systems include SQuAD, HotPotQA, bAbI, TriviaQA, WikiQA, and many others. Models for question answering are typically evaluated on metrics like EM and F1. Some recent top performing models are T5 and XLNet.

( Image credit: SQuAD )

Papers

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Showing 4951–4975 of 10817 papers

TitleStatusHype
Counterfactual Vision and Language Learning—0
Knowledge-Based Visual Question Answering in Videos—0
Knowledge Base Inference using Bridging Entities—0
Knowledge Base Relation Detection via Multi-View Matching—0
Improving Opinion-based Question Answering Systems Through Label Error Detection and Overwrite—0
Internal and External Knowledge Interactive Refinement Framework for Knowledge-Intensive Question Answering—0
InternalInspector I^2: Robust Confidence Estimation in LLMs through Internal States—0
Internet-augmented language models through few-shot prompting for open-domain question answering—0
Improving Numerical Reasoning Skills in the Modular Approach for Complex Question Answering on Text—0
Analyzing Language Learned by an Active Question Answering Agent—0
Interpretable Bilingual Multimodal Large Language Model for Diverse Biomedical Tasks—0
Dynamic Clue Bottlenecks: Towards Interpretable-by-Design Visual Question Answering—0
Interpretable Counting for Visual Question Answering—0
Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models—0
Interpretable LLM-based Table Question Answering—0
Explaining ELH Concept Descriptions through Counterfactual Reasoning—0
Improving Natural Language Inference Using External Knowledge in the Science Questions Domain—0
Cross-Task Knowledge Transfer for Visually-Grounded Navigation—0
Knowledge-based Conversational Search—0
Interpretable Multi-Step Reasoning with Knowledge Extraction on Complex Healthcare Question Answering—0
A Diachronic Corpus for Romanian (RoDia)—0
Interpretable Proof Generation via Iterative Backward Reasoning—0
CrossVQA: Scalably Generating Benchmarks for Systematically Testing VQA Generalization—0
Interpretable Question Answering on Knowledge Bases and Text—0
Knowledge-Based Counterfactual Queries for Visual Question Answering—0
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All datasetsSQuAD2.0SQuAD1.1HotpotQAPIQABoolQCOPATriviaQASQuAD1.1 devNatural QuestionsOpenBookQATruthfulQAMultiRC

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1IE-Net (ensemble)EM90.94—Unverified
2FPNet (ensemble)EM90.87—Unverified
3IE-NetV2 (ensemble)EM90.86—Unverified
4SA-Net on Albert (ensemble)EM90.72—Unverified
5SA-Net-V2 (ensemble)EM90.68—Unverified
6FPNet (ensemble)EM90.6—Unverified
7Retro-Reader (ensemble)EM90.58—Unverified
8EntitySpanFocusV2 (ensemble)EM90.52—Unverified
9TransNets + SFVerifier + SFEnsembler (ensemble)EM90.49—Unverified
10EntitySpanFocus+AT (ensemble)EM90.45—Unverified