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 10026–10050 of 10817 papers

TitleStatusHype
Semi-Supervised Answer Extraction from Discussion Forums—0
Semi-Supervised Disfluency Detection—0
Semi-Supervised QA with Generative Domain-Adaptive Nets—0
Semi-supervised Training Data Generation for Multilingual Question Answering—0
SemPool: Simple, robust, and interpretable KG pooling for enhancing language models—0
SemR-11: A Multi-Lingual Gold-Standard for Semantic Similarity and Relatedness for Eleven Languages—0
Sense and Similarity: A Study of Sense-level Similarity Measures—0
Sensi-BERT: Towards Sensitivity Driven Fine-Tuning for Parameter-Efficient BERT—0
Sensor2Text: Enabling Natural Language Interactions for Daily Activity Tracking Using Wearable Sensors—0
SensorChat: Answering Qualitative and Quantitative Questions during Long-Term Multimodal Sensor Interactions—0
Sentence Alignment using Unfolding Recursive Autoencoders—0
Sentence Attention Blocks for Answer Grounding—0
Sentence Dependency Tagging in Online Question Answering Forums—0
Sentence Extraction-Based Machine Reading Comprehension for Vietnamese—0
Sentences as connection paths: A neural language architecture of sentence structure in the brain—0
Sentential Paraphrase Generation for Agglutinative Languages Using SVM with a String Kernel—0
SentiHood: Targeted Aspect Based Sentiment Analysis Dataset for Urban Neighbourhoods—0
Sentiment and Belief: How to Think about, Represent, and Annotate Private States—0
Sentiment Classification towards Question-Answering with Hierarchical Matching Network—0
senti.ue-en: an approach for informally written short texts in SemEval-2013 Sentiment Analysis task—0
Separation of Powers: On Segregating Knowledge from Observation in LLM-enabled Knowledge-based Visual Question Answering—0
Seq2seq for Morphological Reinflection: When Deep Learning Fails—0
Is the House Ready For Sleeptime? Generating and Evaluating Situational Queries for Embodied Question Answering—0
Sequence-to-Sequence Knowledge Graph Completion and Question Answering—0
Sequence-to-Sequence Learning on Keywords for Efficient FAQ Retrieval—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