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 1010110150 of 10817 papers

TitleStatusHype
Embodied Question AnsweringCode0
CHQ-Summ: A Dataset for Consumer Healthcare Question SummarizationCode0
Look, Read and Enrich. Learning from Scientific Figures and their CaptionsCode0
Choice Fusion as Knowledge for Zero-Shot Dialogue State TrackingCode0
CHIRON: Rich Character Representations in Long-Form NarrativesCode0
Re-Examining Calibration: The Case of Question AnsweringCode0
Ember: No-Code Context Enrichment via Similarity-Based Keyless JoinsCode0
Chinese Parsing Exploiting CharactersCode0
Loss re-scaling VQA: Revisiting the LanguagePrior Problem from a Class-imbalance ViewCode0
Embedding Uncertain Knowledge GraphsCode0
ChiMed: A Chinese Medical Corpus for Question AnsweringCode0
CHIME: Cross-passage Hierarchical Memory Network for Generative Review Question AnsweringCode0
Lost in Space: Probing Fine-grained Spatial Understanding in Vision and Language ResamplersCode0
Lost in the Middle, and In-Between: Enhancing Language Models' Ability to Reason Over Long Contexts in Multi-Hop QACode0
ELQA: A Corpus of Metalinguistic Questions and Answers about EnglishCode0
Ellipsis Resolution as Question Answering: An EvaluationCode0
Eliciting Bias in Question Answering Models through AmbiguityCode0
ProCQA: A Large-scale Community-based Programming Question Answering Dataset for Code SearchCode0
Object Attribute Matters in Visual Question AnsweringCode0
Object-aware Adaptive-Positivity Learning for Audio-Visual Question AnsweringCode0
ANTIQUE: A Non-Factoid Question Answering BenchmarkCode0
Product-Aware Answer Generation in E-Commerce Question-AnsweringCode0
Answer Them All! Toward Universal Visual Question Answering ModelsCode0
LPF: A Language-Prior Feedback Objective Function for De-biased Visual Question AnsweringCode0
LP-LM: No Hallucinations in Question Answering with Logic ProgrammingCode0
Answers Unite! Unsupervised Metrics for Reinforced Summarization ModelsCode0
Elevating Legal LLM Responses: Harnessing Trainable Logical Structures and Semantic Knowledge with Legal ReasoningCode0
El Departamento de Nosotros: How Machine Translated Corpora Affects Language Models in MRC TasksCode0
RAMQA: A Unified Framework for Retrieval-Augmented Multi-Modal Question AnsweringCode0
Elaboration-Generating Commonsense Question Answering at ScaleCode0
RA-MTR: A Retrieval Augmented Multi-Task Reader based Approach for Inspirational Quote Extraction from Long DocumentsCode0
EgoVLM: Policy Optimization for Egocentric Video UnderstandingCode0
Enhanced Fine-Tuning of Lightweight Domain-Specific Q&A Model Based on Large Language ModelsCode0
ChatGPT as a Math Questioner? Evaluating ChatGPT on Generating Pre-university Math QuestionsCode0
ODSQA: Open-domain Spoken Question Answering DatasetCode0
Efficient Medical Question Answering with Knowledge-Augmented Question GenerationCode0
LVLM-Compress-Bench: Benchmarking the Broader Impact of Large Vision-Language Model CompressionCode0
AI-TA: Towards an Intelligent Question-Answer Teaching Assistant using Open-Source LLMsCode0
Efficient End-to-End Video Question Answering with Pyramidal Multimodal TransformerCode0
Efficient Document Retrieval with G-RetrieverCode0
M2QA: Multi-domain Multilingual Question AnsweringCode0
Efficient Document Re-Ranking for Transformers by Precomputing Term RepresentationsCode0
Attention-over-Attention Neural Networks for Reading ComprehensionCode0
Revisiting CroPA: A Reproducibility Study and Enhancements for Cross-Prompt Adversarial Transferability in Vision-Language ModelsCode0
OG-SGG: Ontology-Guided Scene Graph Generation. A Case Study in Transfer Learning for Telepresence RoboticsCode0
Macaw: An Extensible Conversational Information Seeking PlatformCode0
Machine Comprehension by Text-to-Text Neural Question GenerationCode0
Machine Comprehension Using Match-LSTM and Answer PointerCode0
Attention on Attention: Architectures for Visual Question Answering (VQA)Code0
OKGIT: Open Knowledge Graph Link Prediction with Implicit TypesCode0
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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