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 1251–1275 of 10817 papers

TitleStatusHype
RareAgents: Autonomous Multi-disciplinary Team for Rare Disease Diagnosis and Treatment—0
MedMax: Mixed-Modal Instruction Tuning for Training Biomedical AssistantsCode1
When to Speak, When to Abstain: Contrastive Decoding with Abstention—0
Modality-Inconsistent Continual Learning of Multimodal Large Language Models—0
Interpretable LLM-based Table Question Answering—0
BioRAGent: A Retrieval-Augmented Generation System for Showcasing Generative Query Expansion and Domain-Specific Search for Scientific Q&ACode0
LLaVA Steering: Visual Instruction Tuning with 500x Fewer Parameters through Modality Linear Representation-SteeringCode0
SCITAT: A Question Answering Benchmark for Scientific Tables and Text Covering Diverse Reasoning TypesCode1
Context Filtering with Reward Modeling in Question Answering—0
DARWIN 1.5: Large Language Models as Materials Science Adapted LearnersCode3
ConceptEdit: Conceptualization-Augmented Knowledge Editing in Large Language Models for Commonsense Reasoning—0
Advancements and Challenges in Bangla Question Answering Models: A Comprehensive Review—0
UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language ModelsCode1
Precise Length Control in Large Language Models—0
CPath-Omni: A Unified Multimodal Foundation Model for Patch and Whole Slide Image Analysis in Computational Pathology—0
CG-Bench: Clue-grounded Question Answering Benchmark for Long Video Understanding—0
ACE-M^3: Automatic Capability Evaluator for Multimodal Medical Models—0
AgentPS: Agentic Process Supervision for Multi-modal Content Quality Assurance through Multi-round QA—0
Overview of TREC 2024 Medical Video Question Answering (MedVidQA) Track—0
Cultural Palette: Pluralising Culture Alignment via Multi-agent Palette—0
MedG-KRP: Medical Graph Knowledge Representation ProbingCode0
VisDoM: Multi-Document QA with Visually Rich Elements Using Multimodal Retrieval-Augmented Generation—0
Patch-level Sounding Object Tracking for Audio-Visual Question Answering—0
Damage Assessment after Natural Disasters with UAVs: Semantic Feature Extraction using Deep Learning—0
NoisyEQA: Benchmarking Embodied Question Answering Against Noisy Queries—0
Show:102550
← PrevPage 51 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