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 2701–2750 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
Learning to Reason Over Time: Timeline Self-Reflection for Improved Temporal Reasoning in Language Models—0
Towards Visual Text Grounding of Multimodal Large Language Model—0
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
QIRL: Boosting Visual Question Answering via Optimized Question-Image Relation Learning—0
Multilingual Retrieval-Augmented Generation for Knowledge-Intensive Task—0
Bonsai: Interpretable Tree-Adaptive Grounded Reasoning—0
YaleNLP @ PerAnsSumm 2025: Multi-Perspective Integration via Mixture-of-Agents for Enhanced Healthcare QA SummarizationCode0
Generative AI Enhanced Financial Risk Management Information RetrievalCode0
Hierarchical Modeling for Medical Visual Question Answering with Cross-Attention Fusion—0
Adapting Large Language Models for Multi-Domain Retrieval-Augmented-Generation—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
LexPam: Legal Procedure Awareness-Guided Mathematical Reasoning—0
Biomedical Question Answering via Multi-Level Summarization on a Local Knowledge Graph—0
GeoRAG: A Question-Answering Approach from a Geographical Perspective—0
CoRAG: Collaborative Retrieval-Augmented Generation—0
GTR: Graph-Table-RAG for Cross-Table Question Answering—0
Scaling Test-Time Inference with Policy-Optimized, Dynamic Retrieval-Augmented Generation via KV Caching and Decoding—0
Visual Environment-Interactive Planning for Embodied Complex-Question Answering—0
MPDrive: Improving Spatial Understanding with Marker-Based Prompt Learning for Autonomous Driving—0
CyberBOT: Towards Reliable Cybersecurity Education via Ontology-Grounded Retrieval Augmented Generation—0
Automated Factual Benchmarking for In-Car Conversational Systems using Large Language Models—0
SViQA: A Unified Speech-Vision Multimodal Model for Textless Visual Question Answering—0
KOFFVQA: An Objectively Evaluated Free-form VQA Benchmark for Large Vision-Language Models in the Korean LanguageCode0
Enhancing Large Language Models (LLMs) for Telecommunications using Knowledge Graphs and Retrieval-Augmented Generation—0
Question-Aware Knowledge Graph Prompting for Enhancing Large Language ModelsCode0
An Analysis of Decoding Methods for LLM-based Agents for Faithful Multi-Hop Question Answering—0
A Retrieval-Augmented Knowledge Mining Method with Deep Thinking LLMs for Biomedical Research and Clinical Support—0
Can DeepSeek Reason Like a Surgeon? An Empirical Evaluation for Vision-Language Understanding in Robotic-Assisted Surgery—0
FReM: A Flexible Reasoning Mechanism for Balancing Quick and Slow Thinking in Long-Context Question Answering—0
Memory-Aware and Uncertainty-Guided Retrieval for Multi-Hop Question Answering—0
A Training-free LLM Framework with Interaction between Contextually Related Subtasks in Solving Complex Tasks—0
How Well Can Vison-Language Models Understand Humans' Intention? An Open-ended Theory of Mind Question Evaluation Benchmark—0
Patience is all you need! An agentic system for performing scientific literature review—0
Preference-based Learning with Retrieval Augmented Generation for Conversational Question AnsweringCode0
MemInsight: Autonomous Memory Augmentation for LLM Agents—0
Leveraging LLMs with Iterative Loop Structure for Enhanced Social Intelligence in Video Question Answering—0
SWI: Speaking with Intent in Large Language ModelsCode0
CTRL-O: Language-Controllable Object-Centric Visual Representation Learning—0
AssistPDA: An Online Video Surveillance Assistant for Video Anomaly Prediction, Detection, and Analysis—0
JEEM: Vision-Language Understanding in Four Arabic Dialects—0
AskSport: Web Application for Sports Question-Answering—0
Vision-Amplified Semantic Entropy for Hallucination Detection in Medical Visual Question Answering—0
Self-ReS: Self-Reflection in Large Vision-Language Models for Long Video Understanding—0
Instruction-Oriented Preference Alignment for Enhancing Multi-Modal Comprehension Capability of MLLMs—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