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 3901–3925 of 10817 papers

TitleStatusHype
FEDMEKI: A Benchmark for Scaling Medical Foundation Models via Federated Knowledge InjectionCode0
FabricQA-Extractor: A Question Answering System to Extract Information from Documents using Natural Language Questions—0
TableBench: A Comprehensive and Complex Benchmark for Table Question Answering—0
Reference-Guided Verdict: LLMs-as-Judges in Automatic Evaluation of Free-Form Text—0
How Susceptible are LLMs to Influence in Prompts?—0
RealMedQA: A pilot biomedical question answering dataset containing realistic clinical questionsCode0
MuRAR: A Simple and Effective Multimodal Retrieval and Answer Refinement Framework for Multimodal Question Answering—0
Beyond the Hype: A dispassionate look at vision-language models in medical scenario—0
Med-PMC: Medical Personalized Multi-modal Consultation with a Proactive Ask-First-Observe-Next ParadigmCode0
Risks and NLP Design: A Case Study on Procedural Document QA—0
Evaluating Fine-Tuning Efficiency of Human-Inspired Learning Strategies in Medical Question AnsweringCode0
LLaVA-Surg: Towards Multimodal Surgical Assistant via Structured Surgical Video Learning—0
IIU: Independent Inference Units for Knowledge-based Visual Question AnsweringCode0
Continuous Perception Benchmark—0
Assessing and Enhancing Large Language Models in Rare Disease Question-answering—0
LLMI3D: Empowering LLM with 3D Perception from a Single 2D Image—0
QirK: Question Answering via Intermediate Representation on Knowledge Graphs—0
Enhancing Visual Question Answering through Ranking-Based Hybrid Training and Multimodal Fusion—0
MAQA: Evaluating Uncertainty Quantification in LLMs Regarding Data UncertaintyCode0
Vision Language Model for Interpretable and Fine-grained Detection of Safety Compliance in Diverse Workplaces—0
CROME: Cross-Modal Adapters for Efficient Multimodal LLM—0
Quantum Algorithms for Compositional Text Processing—0
Creating Arabic LLM Prompts at Scale—0
Reference-free Hallucination Detection for Large Vision-Language Models—0
Chain of Condition: Construct, Verify and Solve Conditions for Conditional Question Answering—0
Show:102550
← PrevPage 157 of 433Next →
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