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 951–975 of 10817 papers

TitleStatusHype
EgoTextVQA: Towards Egocentric Scene-Text Aware Video Question AnsweringCode1
Who Taught You That? Tracing Teachers in Model Distillation—0
RoToR: Towards More Reliable Responses for Order-Invariant InputsCode0
Generative Distribution Prediction: A Unified Approach to Multimodal Learning—0
Learning Musical Representations for Music Performance Question AnsweringCode0
ClinKD: Cross-Modal Clinical Knowledge Distiller For Multi-Task Medical ImagesCode0
Self-Training Large Language Models for Tool-Use Without Demonstrations—0
Performance Analysis of Traditional VQA Models Under Limited Computational Resources—0
LM2: Large Memory ModelsCode1
Temporal Working Memory: Query-Guided Segment Refinement for Enhanced Multimodal UnderstandingCode3
Evolving LLMs' Self-Refinement Capability via Iterative Preference Optimization—0
Investigating the Shortcomings of LLMs in Step-by-Step Legal ReasoningCode0
Efficient Knowledge Feeding to Language Models: A Novel Integrated Encoder-Decoder Architecture—0
Uncertainty Quantification for LLMs through Minimum Bayes Risk: Bridging Confidence and Consistency—0
Hummingbird: High Fidelity Image Generation via Multimodal Context Alignment—0
Mitigating Unintended Memorization with LoRA in Federated Learning for LLMsCode1
ARR: Question Answering with Large Language Models via Analyzing, Retrieving, and ReasoningCode0
SMI: An Information-Theoretic Metric for Predicting Model Knowledge Solely from Pre-Training SignalsCode0
TerraQ: Spatiotemporal Question-Answering on Satellite Image Archives—0
Éclair -- Extracting Content and Layout with Integrated Reading Order for Documents—0
PixFoundation: Are We Heading in the Right Direction with Pixel-level Vision Foundation Models?Code1
LLMs to Support a Domain Specific Knowledge Assistant—0
Efficient Few-Shot Continual Learning in Vision-Language Models—0
Ontology-Guided, Hybrid Prompt Learning for Generalization in Knowledge Graph Question AnsweringCode0
No Images, No Problem: Retaining Knowledge in Continual VQA with Questions-Only MemoryCode0
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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