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 901–925 of 10817 papers

TitleStatusHype
CityEQA: A Hierarchical LLM Agent on Embodied Question Answering Benchmark in City SpaceCode1
How Much Do LLMs Hallucinate across Languages? On Multilingual Estimation of LLM Hallucination in the WildCode0
Towards an automated workflow in materials science for combining multi-modal simulative and experimental information using data mining and large language models—0
SimpleVQA: Multimodal Factuality Evaluation for Multimodal Large Language Models—0
Beyond Profile: From Surface-Level Facts to Deep Persona Simulation in LLMs—0
Grounding LLM Reasoning with Knowledge Graphs—0
Improving Clinical Question Answering with Multi-Task Learning: A Joint Approach for Answer Extraction and Medical Categorization—0
Re-Align: Aligning Vision Language Models via Retrieval-Augmented Direct Preference OptimizationCode2
LongFaith: Enhancing Long-Context Reasoning in LLMs with Faithful Synthetic DataCode0
Agentic Medical Knowledge Graphs Enhance Medical Question Answering: Bridging the Gap Between LLMs and Evolving Medical Knowledge—0
Beyond Seen Data: Improving KBQA Generalization Through Schema-Guided Logical Form GenerationCode0
SearchRAG: Can Search Engines Be Helpful for LLM-based Medical Question Answering?—0
LM Agents for Coordinating Multi-User Information Gathering—0
Ontology-Guided Reverse Thinking Makes Large Language Models Stronger on Knowledge Graph Question Answering—0
RA-MTR: A Retrieval Augmented Multi-Task Reader based Approach for Inspirational Quote Extraction from Long DocumentsCode0
Language Models Can See Better: Visual Contrastive Decoding For LLM Multimodal ReasoningCode0
MMXU: A Multi-Modal and Multi-X-ray Understanding Dataset for Disease ProgressionCode1
The geometry of BERT—0
Multi-Modal Retrieval Augmentation for Open-Ended and Knowledge-Intensive Video Question Answering—0
RAG vs. GraphRAG: A Systematic Evaluation and Key Insights—0
"See the World, Discover Knowledge": A Chinese Factuality Evaluation for Large Vision Language Models—0
Vendi-RAG: Adaptively Trading-Off Diversity And Quality Significantly Improves Retrieval Augmented Generation With LLMs—0
RoseRAG: Robust Retrieval-augmented Generation with Small-scale LLMs via Margin-aware Preference Optimization—0
The Rotary Position Embedding May Cause Dimension Inefficiency in Attention Heads for Long-Distance Retrieval—0
The Mirage of Model Editing: Revisiting Evaluation in the WildCode1
Show:102550
← PrevPage 37 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