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 2701–2725 of 10817 papers

TitleStatusHype
Enhancing Compositional Reasoning in Vision-Language Models with Synthetic Preference DataCode0
RS-RAG: Bridging Remote Sensing Imagery and Comprehensive Knowledge with a Multi-Modal Dataset and Retrieval-Augmented Generation Model—0
Synthetic Data Generation & Multi-Step RL for Reasoning & Tool Use—0
Learning to Reason Over Time: Timeline Self-Reflection for Improved Temporal Reasoning in Language Models—0
ArxivBench: Can LLMs Assist Researchers in Conducting Research?Code0
Advancing Egocentric Video Question Answering with Multimodal Large Language Models—0
Sigma: A dataset for text-to-code semantic parsing with statistical analysisCode0
UniRVQA: A Unified Framework for Retrieval-Augmented Vision Question Answering via Self-Reflective Joint Training—0
YaleNLP @ PerAnsSumm 2025: Multi-Perspective Integration via Mixture-of-Agents for Enhanced Healthcare QA SummarizationCode0
Bonsai: Interpretable Tree-Adaptive Grounded Reasoning—0
Generative AI Enhanced Financial Risk Management Information RetrievalCode0
Hierarchical Modeling for Medical Visual Question Answering with Cross-Attention Fusion—0
QIRL: Boosting Visual Question Answering via Optimized Question-Image Relation Learning—0
Multilingual Retrieval-Augmented Generation for Knowledge-Intensive Task—0
Adapting Large Language Models for Multi-Domain Retrieval-Augmented-Generation—0
LexPam: Legal Procedure Awareness-Guided Mathematical Reasoning—0
Leveraging Static Relationships for Intra-Type and Inter-Type Message Passing in Video Question Answering—0
SocialGesture: Delving into Multi-person Gesture Understanding—0
Biomedical Question Answering via Multi-Level Summarization on a Local Knowledge Graph—0
GeoRAG: A Question-Answering Approach from a Geographical Perspective—0
Scaling Test-Time Inference with Policy-Optimized, Dynamic Retrieval-Augmented Generation via KV Caching and Decoding—0
GTR: Graph-Table-RAG for Cross-Table Question Answering—0
CoRAG: Collaborative Retrieval-Augmented Generation—0
Visual Environment-Interactive Planning for Embodied Complex-Question Answering—0
SViQA: A Unified Speech-Vision Multimodal Model for Textless Visual Question Answering—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