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 2701–2750 of 10817 papers

TitleStatusHype
Biomedical Event Extraction as Multi-turn Question AnsweringCode0
Lightweight Recurrent Cross-modal Encoder for Video Question AnsweringCode0
Likelihood as a Performance Gauge for Retrieval-Augmented GenerationCode0
Limited Ability of LLMs to Simulate Human Psychological Behaviours: a Psychometric AnalysisCode0
Biomedical Entity Linking as Multiple Choice Question AnsweringCode0
LGAR: Zero-Shot LLM-Guided Neural Ranking for Abstract Screening in Systematic Literature ReviewsCode0
BioKGBench: A Knowledge Graph Checking Benchmark of AI Agent for Biomedical ScienceCode0
Leveraging LLMs in Scholarly Knowledge Graph Question AnsweringCode0
Leveraging Online Data to Enhance Medical Knowledge in a Small Persian Language ModelCode0
Leveraging Structured Information for Explainable Multi-hop Question Answering and ReasoningCode0
Leveraging Large Language Models for Scalable Vector Graphics-Driven Image UnderstandingCode0
BioD2C: A Dual-level Semantic Consistency Constraint Framework for Biomedical VQACode0
A Fully Attention-Based Information RetrieverCode0
Leveraging Large Language Models in Code Question Answering: Baselines and IssuesCode0
Leveraging Topic Specificity and Social Relationships for Expert Finding in Community Question Answering PlatformsCode0
Towards Efficient Methods in Medical Question Answering using Knowledge Graph EmbeddingsCode0
BinaryVQA: A Versatile Test Set to Evaluate the Out-of-Distribution Generalization of VQA ModelsCode0
Less is More: Rejecting Unreliable Reviews for Product Question AnsweringCode0
Lexicalization Is All You Need: Examining the Impact of Lexical Knowledge in a Compositional QALD SystemCode0
Enhanced Language Model Truthfulness with Learnable Intervention and Uncertainty ExpressionCode0
Length Optimization in Conformal PredictionCode0
LEGAL-UQA: A Low-Resource Urdu-English Dataset for Legal Question AnsweringCode0
Learning What is Essential in QuestionsCode0
Learning Visual Question Answering by Bootstrapping Hard AttentionCode0
Bidirectional Attention Flow for Machine ComprehensionCode0
Learning to Search in Long Documents Using Document StructureCode0
BiblioPage: A Dataset of Scanned Title Pages for Bibliographic Metadata ExtractionCode0
Learning to Select from Multiple OptionsCode0
Learning to Skim TextCode0
Bias patterns in the application of LLMs for clinical decision support: A comprehensive studyCode0
bgGLUE: A Bulgarian General Language Understanding Evaluation BenchmarkCode0
Learning to Represent Bilingual DictionariesCode0
Learning to Model and Ignore Dataset Bias with Mixed Capacity EnsemblesCode0
An Open Source Contractual Language Understanding Application Using Machine LearningCode0
Learning to Generalize for Cross-domain QACode0
Learning to Localize Objects Improves Spatial Reasoning in Visual-LLMsCode0
Learning to Exploit Structured Resources for Lexical InferenceCode0
An Ontology-Enabled Approach For User-Centered and Knowledge-Enabled Explanations of AI SystemsCode0
Learning to Deceive Knowledge Graph Augmented Models via Targeted PerturbationCode0
Learning to Follow Object-Centric Image Editing Instructions FaithfullyCode0
Learning to Attend On Essential Terms: An Enhanced Retriever-Reader Model for Open-domain Question AnsweringCode0
Beyond Seen Data: Improving KBQA Generalization Through Schema-Guided Logical Form GenerationCode0
Learning to Perform Role-Filler Binding with Schematic KnowledgeCode0
Learning to Compose Neural Networks for Question AnsweringCode0
Beyond Raw Videos: Understanding Edited Videos with Large Multimodal ModelCode0
Learning to Answer Biomedical Questions: OAQA at BioASQ 4BCode0
Beyond Positive Scaling: How Negation Impacts Scaling Trends of Language ModelsCode0
Learning to Rank Query Graphs for Complex Question Answering over Knowledge GraphsCode0
LittleMu: Deploying an Online Virtual Teaching Assistant via Heterogeneous Sources Integration and Chain of Teach PromptsCode0
Learning Representation Mapping for Relation Detection in Knowledge Base Question AnsweringCode0
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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