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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 201–250 of 10817 papers

TitleStatusHype
SOSBENCH: Benchmarking Safety Alignment on Scientific Knowledge—0
Scaling External Knowledge Input Beyond Context Windows of LLMs via Multi-Agent CollaborationCode1
GraphGen: Enhancing Supervised Fine-Tuning for LLMs with Knowledge-Driven Synthetic Data GenerationCode4
AMQA: An Adversarial Dataset for Benchmarking Bias of LLMs in Medicine and HealthcareCode0
MineAnyBuild: Benchmarking Spatial Planning for Open-world AI AgentsCode1
ExAnte: A Benchmark for Ex-Ante Inference in Large Language ModelsCode0
MangaVQA and MangaLMM: A Benchmark and Specialized Model for Multimodal Manga UnderstandingCode1
Visualized Text-to-Image RetrievalCode1
DoctorAgent-RL: A Multi-Agent Collaborative Reinforcement Learning System for Multi-Turn Clinical DialogueCode2
GenKI: Enhancing Open-Domain Question Answering with Knowledge Integration and Controllable Generation in Large Language ModelsCode0
CulFiT: A Fine-grained Cultural-aware LLM Training Paradigm via Multilingual Critique Data SynthesisCode0
Interleaved Reasoning for Large Language Models via Reinforcement Learning—0
MM-Prompt: Cross-Modal Prompt Tuning for Continual Visual Question AnsweringCode0
NeuSym-RAG: Hybrid Neural Symbolic Retrieval with Multiview Structuring for PDF Question AnsweringCode1
Diagnosing and Mitigating Modality Interference in Multimodal Large Language ModelsCode0
SIPDO: Closed-Loop Prompt Optimization via Synthetic Data Feedback—0
Large Language Models Meet Knowledge Graphs for Question Answering: Synthesis and OpportunitiesCode2
Self-Reflective Planning with Knowledge Graphs: Enhancing LLM Reasoning Reliability for Question Answering—0
Uncertainty-Aware Attention Heads: Efficient Unsupervised Uncertainty Quantification for LLMs—0
Automated Text-to-Table for Reasoning-Intensive Table QA: Pipeline Design and Benchmarking InsightsCode0
It's High Time: A Survey of Temporal Information Retrieval and Question Answering—0
Benchmarking Large Multimodal Models for Ophthalmic Visual Question Answering with OphthalWeChat—0
WXImpactBench: A Disruptive Weather Impact Understanding Benchmark for Evaluating Large Language ModelsCode0
S2LPP: Small-to-Large Prompt Prediction across LLMs—0
CP-Router: An Uncertainty-Aware Router Between LLM and LRM—0
KnowTrace: Bootstrapping Iterative Retrieval-Augmented Generation with Structured Knowledge TracingCode1
DGRAG: Distributed Graph-based Retrieval-Augmented Generation in Edge-Cloud Systems—0
BizFinBench: A Business-Driven Real-World Financial Benchmark for Evaluating LLMsCode0
ALAS: Measuring Latent Speech-Text Alignment For Spoken Language Understanding In Multimodal LLMs—0
MASKSEARCH: A Universal Pre-Training Framework to Enhance Agentic Search CapabilityCode2
VTool-R1: VLMs Learn to Think with Images via Reinforcement Learning on Multimodal Tool UseCode2
Hypercube-RAG: Hypercube-Based Retrieval-Augmented Generation for In-domain Scientific Question-AnsweringCode0
ActiveDPO: Active Direct Preference Optimization for Sample-Efficient Alignment—0
Weaver: Interweaving SQL and LLM for Table Reasoning—0
SpokenNativQA: Multilingual Everyday Spoken Queries for LLMs—0
InfoChartQA: A Benchmark for Multimodal Question Answering on Infographic ChartsCode3
Are Vision Language Models Ready for Clinical Diagnosis? A 3D Medical Benchmark for Tumor-centric Visual Question AnsweringCode1
Medical Large Vision Language Models with Multi-Image Visual AbilityCode0
UNCERTAINTY-LINE: Length-Invariant Estimation of Uncertainty for Large Language Models—0
Self-Critique Guided Iterative Reasoning for Multi-hop Question AnsweringCode0
GC-KBVQA: A New Four-Stage Framework for Enhancing Knowledge Based Visual Question Answering Performance—0
SATORI-R1: Incentivizing Multimodal Reasoning with Spatial Grounding and Verifiable RewardsCode1
SituatedThinker: Grounding LLM Reasoning with Real-World through Situated ThinkingCode0
When Two LLMs Debate, Both Think They'll Win—0
The Silent Saboteur: Imperceptible Adversarial Attacks against Black-Box Retrieval-Augmented Generation Systems—0
Climate-Eval: A Comprehensive Benchmark for NLP Tasks Related to Climate Change—0
Multilingual Question Answering in Low-Resource Settings: A Dzongkha-English Benchmark for Foundation ModelsCode0
Benchmarking Poisoning Attacks against Retrieval-Augmented Generation—0
BRIT: Bidirectional Retrieval over Unified Image-Text Graph—0
Scaling Up Biomedical Vision-Language Models: Fine-Tuning, Instruction Tuning, and Multi-Modal LearningCode4
Show:102550
← PrevPage 5 of 217Next →
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