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 3401–3425 of 10817 papers

TitleStatusHype
Evaluating LLMs Capabilities Towards Understanding Social Dynamics—0
Learning to Reason Iteratively and Parallelly for Complex Visual Reasoning Scenarios—0
Uni-Mlip: Unified Self-supervision for Medical Vision Language Pre-training—0
LaVida Drive: Vision-Text Interaction VLM for Autonomous Driving with Token Selection, Recovery and Enhancement—0
Neon: News Entity-Interaction Extraction for Enhanced Question Answering—0
AdaCM^2: On Understanding Extremely Long-Term Video with Adaptive Cross-Modality Memory Reduction—0
CATCH: Complementary Adaptive Token-level Contrastive Decoding to Mitigate Hallucinations in LVLMs—0
DynFocus: Dynamic Cooperative Network Empowers LLMs with Video Understanding—0
Do LLMs Understand Ambiguity in Text? A Case Study in Open-world Question Answering—0
Med-2E3: A 2D-Enhanced 3D Medical Multimodal Large Language Model—0
Mitigating Knowledge Conflicts in Language Model-Driven Question Answering—0
Value-Spectrum: Quantifying Preferences of Vision-Language Models via Value Decomposition in Social Media ContextsCode0
Memory-Augmented Multimodal LLMs for Surgical VQA via Self-Contained Inquiry—0
Learn from Downstream and Be Yourself in Multimodal Large Language Model Fine-TuningCode0
A Comprehensive Survey on Visual Question Answering Datasets and Algorithms—0
ForPKG: A Framework for Constructing Forestry Policy Knowledge Graph and Application AnalysisCode0
Understanding Multimodal LLMs: the Mechanistic Interpretability of Llava in Visual Question AnsweringCode0
LLaSA: Large Language and Structured Data Assistant—0
Large Vision-Language Models for Remote Sensing Visual Question Answering—0
Visual question answering based evaluation metrics for text-to-image generation—0
Everything is a Video: Unifying Modalities through Next-Frame Prediction—0
SlimLM: An Efficient Small Language Model for On-Device Document Assistance—0
Layer Importance and Hallucination Analysis in Large Language Models via Enhanced Activation Variance-Sparsity—0
AMXFP4: Taming Activation Outliers with Asymmetric Microscaling Floating-Point for 4-bit LLM Inference—0
A Benchmark for Long-Form Medical Question AnsweringCode0
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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