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 1251–1300 of 10817 papers

TitleStatusHype
Enhancing Vision-Language Pre-Training with Jointly Learned Questioner and Dense CaptionerCode1
S^3HQA: A Three-Stage Approach for Multi-hop Text-Table Hybrid Question AnsweringCode1
Cue-CoT: Chain-of-thought Prompting for Responding to In-depth Dialogue Questions with LLMsCode1
Surgical-VQLA: Transformer with Gated Vision-Language Embedding for Visual Question Localized-Answering in Robotic SurgeryCode1
LLM-CXR: Instruction-Finetuned LLM for CXR Image Understanding and GenerationCode1
Aligning Instruction Tasks Unlocks Large Language Models as Zero-Shot Relation ExtractorsCode1
Large Language Models can be Guided to Evade AI-Generated Text DetectionCode1
MedBLIP: Bootstrapping Language-Image Pre-training from 3D Medical Images and TextsCode1
mLongT5: A Multilingual and Efficient Text-To-Text Transformer for Longer SequencesCode1
What You See is What You Read? Improving Text-Image Alignment EvaluationCode1
Can Language Models Solve Graph Problems in Natural Language?Code1
PMC-VQA: Visual Instruction Tuning for Medical Visual Question AnsweringCode1
xPQA: Cross-Lingual Product Question Answering across 12 LanguagesCode1
Towards Expert-Level Medical Question Answering with Large Language ModelsCode1
Large Language Models are Built-in Autoregressive Search EnginesCode1
Motion Question Answering via Modular Motion ProgramsCode1
Parameter-Efficient Fine-Tuning with Layer Pruning on Free-Text Sequence-to-Sequence ModelingCode1
MatSci-NLP: Evaluating Scientific Language Models on Materials Science Language Tasks Using Text-to-Schema ModelingCode1
Open-WikiTable: Dataset for Open Domain Question Answering with Complex Reasoning over TableCode1
Self-Chained Image-Language Model for Video Localization and Question AnsweringCode1
Not All Languages Are Created Equal in LLMs: Improving Multilingual Capability by Cross-Lingual-Thought PromptingCode1
AfriQA: Cross-lingual Open-Retrieval Question Answering for African LanguagesCode1
Evaluating Open-Domain Question Answering in the Era of Large Language ModelsCode1
Combo of Thinking and Observing for Outside-Knowledge VQACode1
Benchmarking large language models for biomedical natural language processing applications and recommendationsCode1
Automatic Evaluation of Attribution by Large Language ModelsCode1
Decker: Double Check with Heterogeneous Knowledge for Commonsense Fact VerificationCode1
Vision-Language Models in Remote Sensing: Current Progress and Future TrendsCode1
SRTK: A Toolkit for Semantic-relevant Subgraph RetrievalCode1
Verify-and-Edit: A Knowledge-Enhanced Chain-of-Thought FrameworkCode1
T-SciQ: Teaching Multimodal Chain-of-Thought Reasoning via Mixed Large Language Model Signals for Science Question AnsweringCode1
LMEye: An Interactive Perception Network for Large Language ModelsCode1
Chain-of-Skills: A Configurable Model for Open-domain Question AnsweringCode1
NorQuAD: Norwegian Question Answering DatasetCode1
Few-shot In-context Learning for Knowledge Base Question AnsweringCode1
Can LMs Learn New Entities from Descriptions? Challenges in Propagating Injected KnowledgeCode1
Explainable Conversational Question Answering over Heterogeneous Sources via Iterative Graph Neural NetworksCode1
Why So Gullible? Enhancing the Robustness of Retrieval-Augmented Models against Counterfactual NoiseCode1
S2abEL: A Dataset for Entity Linking from Scientific TablesCode1
Search-in-the-Chain: Interactively Enhancing Large Language Models with Search for Knowledge-intensive TasksCode1
Towards Medical Artificial General Intelligence via Knowledge-Enhanced Multimodal PretrainingCode1
A Personalized Dense Retrieval Framework for Unified Information AccessCode1
A Symmetric Dual Encoding Dense Retrieval Framework for Knowledge-Intensive Visual Question AnsweringCode1
Answering Questions by Meta-Reasoning over Multiple Chains of ThoughtCode1
Better Question-Answering Models on a BudgetCode1
CKBP v2: Better Annotation and Reasoning for Commonsense Knowledge Base PopulationCode1
MPMQA: Multimodal Question Answering on Product ManualsCode1
SurgicalGPT: End-to-End Language-Vision GPT for Visual Question Answering in SurgeryCode1
SViTT: Temporal Learning of Sparse Video-Text TransformersCode1
Learning Situation Hyper-Graphs for Video Question AnsweringCode1
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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