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 6126–6150 of 10817 papers

TitleStatusHype
Measuring Compositional Consistency for Video Question Answering—0
Discourse-Based Approach to Involvement of Background Knowledge for Question Answering—0
Learning Reasoning Paths over Semantic Graphs for Video-grounded Dialogues—0
Learning Rank Functionals: An Empirical Study—0
Discourse-Aware Graph Networks for Textual Logical Reasoning—0
Benchmarking Biopharmaceuticals Retrieval-Augmented Generation Evaluation—0
A New Semantic Lexicon and Similarity Measure in Bangla—0
Adversarial VQA: A New Benchmark for Evaluating the Robustness of VQA Models—0
Measuring Popularity of Machine-Generated Sentences Using Term Count, Document Frequency, and Dependency Language Model—0
A Comprehensive Evaluation of Large Language Models on Temporal Event Forecasting—0
Learning Question-Guided Video Representation for Multi-Turn Video Question Answering—0
Learning Online Alignments with Continuous Rewards Policy Gradient—0
Measuring Sentences Similarity: A Survey—0
Discourse Analysis and Its Applications—0
Measuring the Limit of Semantic Divergence for English Tweets.—0
MEBench: Benchmarking Large Language Models for Cross-Document Multi-Entity Question Answering—0
Benchmarking Answer Verification Methods for Question Answering-Based Summarization Evaluation Metrics—0
Learning Models for Actions and Person-Object Interactions with Transfer to Question Answering—0
Learning Knowledge Graphs for Question Answering through Conversational Dialog—0
Discontinuous Genitives in Hindi/Urdu—0
Learning Hybrid Representations to Retrieve Semantically Equivalent Questions—0
DiscoGraMS: Enhancing Movie Screen-Play Summarization using Movie Character-Aware Discourse Graph—0
Benchmarking Answer Verification Methods for Question Answering-Based Summarization Evaluation Metrics—0
A New Neural Search and Insights Platform for Navigating and Organizing AI Research—0
Learning How To Ask: Cycle-Consistency Refines Prompts in Multimodal Foundation Models—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