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

Showing 33513400 of 10817 papers

TitleStatusHype
Joint Answering and Explanation for Visual Commonsense ReasoningCode0
QASports: A Question Answering Dataset about SportsCode0
Joint Visual and Text Prompting for Improved Object-Centric Perception with Multimodal Large Language ModelsCode0
JMLR: Joint Medical LLM and Retrieval Training for Enhancing Reasoning and Professional Question Answering CapabilityCode0
JNLP Team: Deep Learning for Legal Processing in COLIEE 2020Code0
Enhancing the AI2 Diagrams Dataset Using Rhetorical Structure TheoryCode0
CSS: Contrastive Semantic Similarity for Uncertainty Quantification of LLMsCode0
Iterative Alternating Neural Attention for Machine ReadingCode0
IUCM at SemEval-2018 Task 11: Similar-Topic Texts as a Comprehension Knowledge SourceCode0
Auto-hMDS: Automatic Construction of a Large Heterogeneous Multilingual Multi-Document Summarization CorpusCode0
Is That Your Final Answer? Test-Time Scaling Improves Selective Question AnsweringCode0
ISQA: Informative Factuality Feedback for Scientific SummarizationCode0
Is this Change the Answer to that Problem? Correlating Descriptions of Bug and Code Changes for Evaluating Patch CorrectnessCode0
Jack the Reader -- A Machine Reading FrameworkCode0
JPAVE: A Generation and Classification-based Model for Joint Product Attribute Prediction and Value ExtractionCode0
Quasar: Datasets for Question Answering by Search and ReadingCode0
KEPR: Knowledge Enhancement and Plausibility Ranking for Generative Commonsense Question AnsweringCode0
IQA: Interactive Query Construction in Semantic Question Answering SystemsCode0
IQ-VQA: Intelligent Visual Question AnsweringCode0
Query-Focused Extractive Summarisation for Finding Ideal Answers to Biomedical and COVID-19 QuestionsCode0
Investigating the Shortcomings of LLMs in Step-by-Step Legal ReasoningCode0
Query-Reduction Networks for Question AnsweringCode0
Investigating Post-pretraining Representation Alignment for Cross-Lingual Question AnsweringCode0
Ensemble Transformer for Efficient and Accurate Ranking Tasks: an Application to Question Answering SystemsCode0
iParaphrasing: Extracting Visually Grounded Paraphrases via an ImageCode0
iREL at SemEval-2024 Task 9: Improving Conventional Prompting Methods for Brain TeasersCode0
Introducing MathQA -- A Math-Aware Question Answering SystemCode0
IntKB: A Verifiable Interactive Framework for Knowledge Base CompletionCode0
Intrinsic Subgraph Generation for Interpretable Graph based Visual Question AnsweringCode0
Interpretable Proof Generation via Iterative Backward ReasoningCode0
EntGPT: Linking Generative Large Language Models with Knowledge BasesCode0
Question-Answering System Extracts Information on Injection Drug Use from Clinical NotesCode0
Cross-Pair Text Representations for Answer Sentence SelectionCode0
AutoBench-V: Can Large Vision-Language Models Benchmark Themselves?Code0
InterroLang: Exploring NLP Models and Datasets through Dialogue-based ExplanationsCode0
IRGAN: A Minimax Game for Unifying Generative and Discriminative Information Retrieval ModelsCode0
Leveraging QA Datasets to Improve Generative Data AugmentationCode0
Question Condensing Networks for Answer Selection in Community Question AnsweringCode0
ADKGD: Anomaly Detection in Knowledge Graphs with Dual-Channel TrainingCode0
Cross-Modal Contrastive Learning for Robust Reasoning in VQACode0
A Unified Syntax-aware Framework for Semantic Role LabelingCode0
Interpretable Multi-hop Reasoning for Forecasting Future Links on Temporal Knowledge GraphsCode0
A Unified Hallucination Mitigation Framework for Large Vision-Language ModelsCode0
Interactive Machine Comprehension with Information Seeking AgentsCode0
Question Similarity in Community Question Answering: A Systematic Exploration of Preprocessing Methods and ModelsCode0
Interactive Natural Language-based Person SearchCode0
EpiK-Eval: Evaluation for Language Models as Epistemic ModelsCode0
Episodic Memory in Lifelong Language LearningCode0
A Claim Decomposition Benchmark for Long-form Answer VerificationCode0
Interactive Instance-based Evaluation of Knowledge Base Question AnsweringCode0
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Benchmark Results

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