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 526–550 of 10817 papers

TitleStatusHype
A Survey on Efficient Vision-Language ModelsCode1
Kongzi: A Historical Large Language Model with Fact Enhancement—0
TinyLLaVA-Video-R1: Towards Smaller LMMs for Video ReasoningCode2
PathVLM-R1: A Reinforcement Learning-Driven Reasoning Model for Pathology Visual-Language Tasks—0
NoTeS-Bank: Benchmarking Neural Transcription and Search for Scientific Notes Understanding—0
Knowledge Graph-extended Retrieval Augmented Generation for Question Answering—0
MedHal: An Evaluation Dataset for Medical Hallucination Detection—0
LMM4LMM: Benchmarking and Evaluating Large-multimodal Image Generation with LMMsCode1
AstroLLaVA: towards the unification of astronomical data and natural language—0
VLMT: Vision-Language Multimodal Transformer for Multimodal Multi-hop Question Answering—0
Out of Style: RAG's Fragility to Linguistic VariationCode0
RAG-VR: Leveraging Retrieval-Augmented Generation for 3D Question Answering in VR EnvironmentsCode0
Towards Efficient and Robust Moment Retrieval System: A Unified Framework for Multi-Granularity Models and Temporal Reranking—0
Data Metabolism: An Efficient Data Design Schema For Vision Language Model—0
Enhanced Question-Answering for Skill-based learning using Knowledge-based AI and Generative AI—0
Plan-and-Refine: Diverse and Comprehensive Retrieval-Augmented GenerationCode0
TokenFocus-VQA: Enhancing Text-to-Image Alignment with Position-Aware Focus and Multi-Perspective Aggregations on LVLMs—0
On the Temporal Question-Answering Capabilities of Large Language Models Over Anonymized Data—0
Beyond the Frame: Generating 360° Panoramic Videos from Perspective Videos—0
MRD-RAG: Enhancing Medical Diagnosis with Multi-Round Retrieval-Augmented GenerationCode1
TALE: A Tool-Augmented Framework for Reference-Free Evaluation of Large Language Models—0
How Can Objects Help Video-Language Understanding?—0
Do LLMs Understand Your Translations? Evaluating Paragraph-level MT with Question AnsweringCode0
PR-Attack: Coordinated Prompt-RAG Attacks on Retrieval-Augmented Generation in Large Language Models via Bilevel Optimization—0
MDIT: A Model-free Data Interpolation Method for Diverse Instruction Tuning—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