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 3401–3450 of 10817 papers

TitleStatusHype
LaVida Drive: Vision-Text Interaction VLM for Autonomous Driving with Token Selection, Recovery and Enhancement—0
Retrieval-Augmented Generation for Domain-Specific Question Answering: A Case Study on Pittsburgh and CMU—0
Evaluating LLMs Capabilities Towards Understanding Social Dynamics—0
Uni-Mlip: Unified Self-supervision for Medical Vision Language Pre-training—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
Value-Spectrum: Quantifying Preferences of Vision-Language Models via Value Decomposition in Social Media ContextsCode0
Mitigating Knowledge Conflicts in Language Model-Driven Question Answering—0
Memory-Augmented Multimodal LLMs for Surgical VQA via Self-Contained Inquiry—0
Understanding Multimodal LLMs: the Mechanistic Interpretability of Llava in Visual Question AnsweringCode0
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
Large Vision-Language Models for Remote Sensing Visual Question Answering—0
LLaSA: Large Language and Structured Data Assistant—0
Visual question answering based evaluation metrics for text-to-image generation—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
Everything is a Video: Unifying Modalities through Next-Frame Prediction—0
A Benchmark for Long-Form Medical Question AnsweringCode0
Comprehensive and Practical Evaluation of Retrieval-Augmented Generation Systems for Medical Question Answering—0
The Limited Impact of Medical Adaptation of Large Language and Vision-Language ModelsCode0
SparrowVQE: Visual Question Explanation for Course Content UnderstandingCode0
Likelihood as a Performance Gauge for Retrieval-Augmented GenerationCode0
Deceiving Question-Answering Models: A Hybrid Word-Level Adversarial ApproachCode0
Query Optimization for Parametric Knowledge Refinement in Retrieval-Augmented Large Language Models—0
Toward Optimal Search and Retrieval for RAGCode0
Invar-RAG: Invariant LLM-aligned Retrieval for Better Generation—0
EVQAScore: Efficient Video Question Answering Data Evaluation—0
Greenback Bears and Fiscal Hawks: Finance is a Jungle and Text Embeddings Must Adapt—0
Subgraph Retrieval Enhanced by Graph-Text Alignment for Commonsense Question Answering—0
Self-Training Meets Consistency: Improving LLMs' Reasoning With Consistency-Driven Rationale EvaluationCode0
Leveraging Retrieval-Augmented Generation for Persian University Knowledge Retrieval—0
M-Longdoc: A Benchmark For Multimodal Super-Long Document Understanding And A Retrieval-Aware Tuning Framework—0
Exploring Knowledge Boundaries in Large Language Models for Retrieval Judgment—0
Poze: Sports Technique Feedback under Data Constraints—0
GUIDEQ: Framework for Guided Questioning for progressive informational collection and classificationCode0
SciDQA: A Deep Reading Comprehension Dataset over Scientific PapersCode0
Aligned Vector Quantization for Edge-Cloud Collabrative Vision-Language Models—0
The Empirical Impact of Data Sanitization on Language Models—0
WeatherGFM: Learning A Weather Generalist Foundation Model via In-context Learning—0
Multi-Document Financial Question Answering using LLMs—0
Seeing Through the Fog: A Cost-Effectiveness Analysis of Hallucination Detection Systems—0
Integrating Object Detection Modality into Visual Language Model for Enhanced Autonomous Driving Agent—0
Unmasking the Limits of Large Language Models: A Systematic Evaluation of Masked Text Processing Ability through MskQA and MskCalCode0
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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