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 10001–10050 of 10817 papers

TitleStatusHype
SemEval-2014 Task 10: Multilingual Semantic Textual Similarity—0
SemEval-2014 Task 6: Supervised Semantic Parsing of Robotic Spatial Commands—0
SemEval-2015 Task 14: Analysis of Clinical Text—0
SemEval-2015 Task 17: Taxonomy Extraction Evaluation (TExEval)—0
SemEval-2015 Task 2: Semantic Textual Similarity, English, Spanish and Pilot on Interpretability—0
SemEval-2015 Task 3: Answer Selection in Community Question Answering—0
SemEval-2015 Task 5: QA TempEval - Evaluating Temporal Information Understanding with Question Answering—0
SemEval-2016 Task 13: Taxonomy Extraction Evaluation (TExEval-2)—0
SemEval-2016 Task 1: Semantic Textual Similarity, Monolingual and Cross-Lingual Evaluation—0
SemEval-2016 Task 3: Community Question Answering—0
SemEval-2017 Task 1: Semantic Textual Similarity Multilingual and Crosslingual Focused Evaluation—0
SemEval-2017 Task 2: Multilingual and Cross-lingual Semantic Word Similarity—0
SemEval 2018 Task 4: Character Identification on Multiparty Dialogues—0
SemEval-2018 Task 9: Hypernym Discovery—0
SemEval-2022 Task 9: R2VQ – Competence-based Multimodal Question Answering—0
Semi-Automatic Construction of a Textual Entailment Dataset: Selecting Candidates with Vector Space Models—0
Semi-automatic Korean FrameNet Annotation over KAIST Treebank—0
Semi-compositional Method for Synonym Extraction of Multi-Word Terms—0
Semi-interactive Attention Network for Answer Understanding in Reverse-QA—0
SEMILAR: The Semantic Similarity Toolkit—0
Semi-Markov Phrase-Based Monolingual Alignment—0
SemioLLM: Assessing Large Language Models for Semiological Analysis in Epilepsy Research—0
semiPQA: A Study on Product Question Answering over Semi-structured Data—0
Semi-Structured Chain-of-Thought: Integrating Multiple Sources of Knowledge for Improved Language Model Reasoning—0
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
SERC: Syntactic and Semantic Sequence based Event Relation Classification—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