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 2601–2650 of 10817 papers

TitleStatusHype
Spoken Question Answering and Speech Continuation Using Spectrogram-Powered LLMCode0
Answer Questions with Right Image Regions: A Visual Attention Regularization ApproachCode0
Bridging Vision and Language Spaces with Assignment PredictionCode0
A Baseline Temporal Tagger for all LanguagesCode0
Localizing Open-Ontology QA Semantic Parsers in a Day Using Machine TranslationCode0
LLM Robustness Against Misinformation in Biomedical Question AnsweringCode0
Answer-level Calibration for Free-form Multiple Choice Question AnsweringCode0
LLM-as-a-Judge: Reassessing the Performance of LLMs in Extractive QACode0
LLM-Assisted Multi-Teacher Continual Learning for Visual Question Answering in Robotic SurgeryCode0
Bridging the Gap Between Open-Source and Proprietary LLMs in Table QACode0
Llama SLayer 8B: Shallow Layers Hold the Key to Knowledge InjectionCode0
LLM-SQL-Solver: Can LLMs Determine SQL Equivalence?Code0
LiveQA: A Question Answering Dataset over Sports LiveCode0
Bridging Languages through Images with Deep Partial Canonical Correlation AnalysisCode0
Enhanced Language Model Truthfulness with Learnable Intervention and Uncertainty ExpressionCode0
LittleMu: Deploying an Online Virtual Teaching Assistant via Heterogeneous Sources Integration and Chain of Teach PromptsCode0
Listen and Speak Fairly: A Study on Semantic Gender Bias in Speech Integrated Large Language ModelsCode0
Bridging Background Knowledge Gaps in Translation with Automatic ExplicitationCode0
Listen Then See: Video Alignment with Speaker AttentionCode0
BRENT: Bidirectional Retrieval Enhanced Norwegian TransformerCode0
LININ: Logic Integrated Neural Inference Network for Explanatory Visual Question AnsweringCode0
Limited Ability of LLMs to Simulate Human Psychological Behaviours: a Psychometric AnalysisCode0
Look before you Hop: Conversational Question Answering over Knowledge Graphs Using Judicious Context ExpansionCode0
LGAR: Zero-Shot LLM-Guided Neural Ranking for Abstract Screening in Systematic Literature ReviewsCode0
Lexicalization Is All You Need: Examining the Impact of Lexical Knowledge in a Compositional QALD SystemCode0
Leveraging Topic Specificity and Social Relationships for Expert Finding in Community Question Answering PlatformsCode0
Answering Questions about Data Visualizations using Efficient Bimodal FusionCode0
Acquiring Common Sense Spatial Knowledge through Implicit Spatial TemplatesCode0
Leveraging Structured Information for Explainable Multi-hop Question Answering and ReasoningCode0
Leveraging Large Language Models for Scalable Vector Graphics-Driven Image UnderstandingCode0
Leveraging Large Language Models in Code Question Answering: Baselines and IssuesCode0
Towards Efficient Methods in Medical Question Answering using Knowledge Graph EmbeddingsCode0
Leveraging LLMs in Scholarly Knowledge Graph Question AnsweringCode0
Self-Bootstrapped Visual-Language Model for Knowledge Selection and Question AnsweringCode0
ACQUIRED: A Dataset for Answering Counterfactual Questions In Real-Life VideosCode0
Answering Naturally: Factoid to Full length Answer GenerationCode0
Leveraging Online Data to Enhance Medical Knowledge in a Small Persian Language ModelCode0
Lightweight Recurrent Cross-modal Encoder for Video Question AnsweringCode0
Boosting Scientific Concepts Understanding: Can Analogy from Teacher Models Empower Student Models?Code0
Length Optimization in Conformal PredictionCode0
LEGAL-UQA: A Low-Resource Urdu-English Dataset for Legal Question AnsweringCode0
Answering Diverse Questions via Text Attached with Key Audio-Visual CluesCode0
Learning to Skim TextCode0
Learning Visual Question Answering by Bootstrapping Hard AttentionCode0
Answering Count Queries with Explanatory EvidenceCode0
Learning to Search in Long Documents Using Document StructureCode0
Learning to Represent Bilingual DictionariesCode0
Learning to Select from Multiple OptionsCode0
Learning What is Essential in QuestionsCode0
Less is More: Rejecting Unreliable Reviews for Product 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