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

Showing 91519200 of 10817 papers

TitleStatusHype
MobileBERT: a Compact Task-Agnostic BERT for Resource-Limited DevicesCode0
QASports: A Question Answering Dataset about SportsCode0
Customized Retrieval Augmented Generation and Benchmarking for EDA Tool Documentation QACode0
How Much Do LLMs Hallucinate across Languages? On Multilingual Estimation of LLM Hallucination in the WildCode0
Response Quality Assessment for Retrieval-Augmented Generation via Conditional Conformal FactualityCode0
QAVA: Query-Agnostic Visual Attack to Large Vision-Language ModelsCode0
Investigating Post-pretraining Representation Alignment for Cross-Lingual Question AnsweringCode0
How Modular Should Neural Module Networks Be for Systematic Generalization?Code0
Modality and Negation in Event ExtractionCode0
How FaR Are Large Language Models From Agents with Theory-of-Mind?Code0
REXUP: I REason, I EXtract, I UPdate with Structured Compositional Reasoning for Visual Question AnsweringCode0
Investigating the Shortcomings of LLMs in Step-by-Step Legal ReasoningCode0
QMOS: Enhancing LLMs for Telecommunication with Question Masked loss and Option ShufflingCode0
QDEE: Question Difficulty and Expertise Estimation in Community Question Answering SitesCode0
Artifacts or Abduction: How Do LLMs Answer Multiple-Choice Questions Without the Question?Code0
HLV-1K: A Large-scale Hour-Long Video Benchmark for Time-Specific Long Video UnderstandingCode0
Hire Me or Not? Examining Language Model's Behavior with Occupation AttributesCode0
iParaphrasing: Extracting Visually Grounded Paraphrases via an ImageCode0
Model Analysis & Evaluation for Ambiguous Question AnsweringCode0
What if you said that differently?: How Explanation Formats Affect Human Feedback Efficacy and User PerceptionCode0
Boosting Scientific Concepts Understanding: Can Analogy from Teacher Models Empower Student Models?Code0
IQA: Interactive Query Construction in Semantic Question Answering SystemsCode0
Blockwise Self-Attention for Long Document UnderstandingCode0
CulFiT: A Fine-grained Cultural-aware LLM Training Paradigm via Multilingual Critique Data SynthesisCode0
IQ-VQA: Intelligent Visual Question AnsweringCode0
ArT: All-round Thinker for Unsupervised Commonsense Question AnsweringCode0
iREL at SemEval-2024 Task 9: Improving Conventional Prompting Methods for Brain TeasersCode0
IRGAN: A Minimax Game for Unifying Generative and Discriminative Information Retrieval ModelsCode0
RFiD: Towards Rational Fusion-in-Decoder for Open-Domain Question AnsweringCode0
Pairing Analogy-Augmented Generation with Procedural Memory for Procedural Q&ACode0
ArT: All-round Thinker for Unsupervised Commonsense Question-AnsweringCode0
ARR: Question Answering with Large Language Models via Analyzing, Retrieving, and ReasoningCode0
ReasoningLM: Enabling Structural Subgraph Reasoning in Pre-trained Language Models for Question Answering over Knowledge GraphCode0
Block-Skim: Efficient Question Answering for TransformerCode0
ISCAS at SemEval-2020 Task 5: Pre-trained Transformers for Counterfactual Statement ModelingCode0
A Nil-Aware Answer Extraction Framework for Question AnsweringCode0
BLOCK: Bilinear Superdiagonal Fusion for Visual Question Answering and Visual Relationship DetectionCode0
Blindness to Modality Helps Entailment Graph MiningCode0
QLEVR: A Diagnostic Dataset for Quantificational Language and Elementary Visual ReasoningCode0
QLIP: A Dynamic Quadtree Vision Prior Enhances MLLM Performance Without RetrainingCode0
Blindfold Baselines for Embodied QACode0
Is Multimodal Vision Supervision Beneficial to Language?Code0
Modeling Semantics with Gated Graph Neural Networks for Knowledge Base Question AnsweringCode0
ISQA: Informative Factuality Feedback for Scientific SummarizationCode0
Modeling Student Performance in Game-Based Learning EnvironmentsCode0
BizFinBench: A Business-Driven Real-World Financial Benchmark for Evaluating LLMsCode0
High-Order Attention Models for Visual Question AnsweringCode0
Accurate and Regret-aware Numerical Problem Solver for Tabular Question AnsweringCode0
CUE: An Uncertainty Interpretation Framework for Text Classifiers Built on Pre-Trained Language ModelsCode0
CSS: Contrastive Semantic Similarity for Uncertainty Quantification of LLMsCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1IE-Net (ensemble)EM90.94Unverified
2FPNet (ensemble)EM90.87Unverified
3IE-NetV2 (ensemble)EM90.86Unverified
4SA-Net on Albert (ensemble)EM90.72Unverified
5SA-Net-V2 (ensemble)EM90.68Unverified
6FPNet (ensemble)EM90.6Unverified
7Retro-Reader (ensemble)EM90.58Unverified
8EntitySpanFocusV2 (ensemble)EM90.52Unverified
9TransNets + SFVerifier + SFEnsembler (ensemble)EM90.49Unverified
10EntitySpanFocus+AT (ensemble)EM90.45Unverified