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 751–775 of 10817 papers

TitleStatusHype
Green Prompting—0
Vector Quantized Feature Fields for Fast 3D Semantic Lifting—0
Human Cognition Inspired RAG with Knowledge Graph for Complex Problem Solving—0
TI-JEPA: An Innovative Energy-based Joint Embedding Strategy for Text-Image Multimodal Systems—0
VisualSimpleQA: A Benchmark for Decoupled Evaluation of Large Vision-Language Models in Fact-Seeking Question Answering—0
Delusions of Large Language Models—0
Treble Counterfactual VLMs: A Causal Approach to HallucinationCode0
Integrating Frequency-Domain Representations with Low-Rank Adaptation in Vision-Language Models—0
SplatTalk: 3D VQA with Gaussian Splatting—0
MoEMoE: Question Guided Dense and Scalable Sparse Mixture-of-Expert for Multi-source Multi-modal Answering—0
Correctness Coverage Evaluation for Medical Multiple-Choice Question Answering Based on the Enhanced Conformal Prediction Framework—0
Chart-HQA: A Benchmark for Hypothetical Question Answering in Charts—0
Keeping Yourself is Important in Downstream Tuning Multimodal Large Language ModelCode2
Evaluating Answer Reranking Strategies in Time-sensitive Question Answering—0
Dynamic-KGQA: A Scalable Framework for Generating Adaptive Question Answering Datasets—0
LVLM-Compress-Bench: Benchmarking the Broader Impact of Large Vision-Language Model CompressionCode0
Enhancing SAM with Efficient Prompting and Preference Optimization for Semi-supervised Medical Image Segmentation—0
AnyAnomaly: Zero-Shot Customizable Video Anomaly Detection with LVLMCode2
Audio Flamingo 2: An Audio-Language Model with Long-Audio Understanding and Expert Reasoning Abilities—0
Architecture for a Trustworthy Quantum Chatbot—0
Question-Aware Gaussian Experts for Audio-Visual Question AnsweringCode1
Robust Data Watermarking in Language Models by Injecting Fictitious KnowledgeCode0
Cross-modal Causal Relation Alignment for Video Question GroundingCode1
Vision-Language Models Struggle to Align Entities across Modalities—0
EgoLife: Towards Egocentric Life AssistantCode3
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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