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 551–575 of 10817 papers

TitleStatusHype
Resource-efficient Inference with Foundation Model ProgramsCode0
Towards an AI-Driven Video-Based American Sign Language Dictionary: Exploring Design and Usage Experience with LearnersCode0
Simplifying Data Integration: SLM-Driven Systems for Unified Semantic Queries Across Heterogeneous Databases—0
Evaluating Knowledge Graph Based Retrieval Augmented Generation Methods under Knowledge Incompleteness—0
Learning to Reason Over Time: Timeline Self-Reflection for Improved Temporal Reasoning in Language Models—0
Enhancing Compositional Reasoning in Vision-Language Models with Synthetic Preference DataCode0
Towards Visual Text Grounding of Multimodal Large Language Model—0
Synthetic Data Generation & Multi-Step RL for Reasoning & Tool Use—0
Collab-RAG: Boosting Retrieval-Augmented Generation for Complex Question Answering via White-Box and Black-Box LLM CollaborationCode1
ChartQAPro: A More Diverse and Challenging Benchmark for Chart Question AnsweringCode1
RS-RAG: Bridging Remote Sensing Imagery and Comprehensive Knowledge with a Multi-Modal Dataset and Retrieval-Augmented Generation Model—0
MedM-VL: What Makes a Good Medical LVLM?Code2
ArxivBench: Can LLMs Assist Researchers in Conducting Research?Code0
Advancing Egocentric Video Question Answering with Multimodal Large Language Models—0
UniRVQA: A Unified Framework for Retrieval-Augmented Vision Question Answering via Self-Reflective Joint Training—0
Sigma: A dataset for text-to-code semantic parsing with statistical analysisCode0
YaleNLP @ PerAnsSumm 2025: Multi-Perspective Integration via Mixture-of-Agents for Enhanced Healthcare QA SummarizationCode0
Single-Pass Document Scanning for Question AnsweringCode1
QIRL: Boosting Visual Question Answering via Optimized Question-Image Relation Learning—0
Bonsai: Interpretable Tree-Adaptive Grounded Reasoning—0
Generative AI Enhanced Financial Risk Management Information RetrievalCode0
SARLANG-1M: A Benchmark for Vision-Language Modeling in SAR Image UnderstandingCode1
Hierarchical Modeling for Medical Visual Question Answering with Cross-Attention Fusion—0
Multilingual Retrieval-Augmented Generation for Knowledge-Intensive Task—0
SocialGesture: Delving into Multi-person Gesture Understanding—0
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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