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 4301–4325 of 10817 papers

TitleStatusHype
If You Can't Beat Them Join Them: Handcrafted Features Complement Neural Nets for Non-Factoid Answer Reranking—0
A New Annotated Portuguese/Spanish Corpus for the Multi-Sentence Compression Task—0
Different Questions, Different Models: Fine-Grained Evaluation of Uncertainty and Calibration in Clinical QA with LLMs—0
Adversarial Sampling and Training for Semi-Supervised Information Retrieval—0
If You Want to Go Far Go Together: Unsupervised Joint Candidate Evidence Retrieval for Multi-hop Question Answering—0
A Comprehensive Comparative Study of Word and Sentence Similarity Measures—0
Differential Information: An Information-Theoretic Perspective on Preference Optimization—0
Allies: Prompting Large Language Model with Beam Search—0
An Evolutionary Large Language Model for Hallucination Mitigation—0
IfQA: A Dataset for Open-domain Question Answering under Counterfactual Presuppositions—0
Differentiable Retrieval Augmentation via Generative Language Modeling for E-commerce Query Intent Classification—0
BeamAggR: Beam Aggregation Reasoning over Multi-source Knowledge for Multi-hop Question Answering—0
Differentiable End-to-End Program Executor for Sample and Computationally Efficient VQA—0
An Evaluation of Recent Neural Sequence Tagging Models in Turkish Named Entity Recognition—0
Adversarial Representation Learning for Text-to-Image Matching—0
Different Contexts Lead to Different Word Embeddings—0
DIF: A Framework for Benchmarking and Verifying Implicit Bias in LLMs—0
BDIQA: A New Dataset for Video Question Answering to Explore Cognitive Reasoning through Theory of Mind—0
DIESEL -- Dynamic Inference-Guidance via Evasion of Semantic Embeddings in LLMs—0
DIEM: Decomposition-Integration Enhancing Multimodal Insights—0
An Evaluation of Image-Based Verb Prediction Models against Human Eye-Tracking Data—0
3D-CT-GPT: Generating 3D Radiology Reports through Integration of Large Vision-Language Models—0
I Have Seen Enough: A Teacher Student Network for Video Classification Using Fewer Frames—0
IHS-RD-Belarus at SemEval-2016 Task 1: Multistage Approach for Measuring Semantic Similarity—0
Image Semantic Relation Generation—0
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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