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 1060110650 of 10817 papers

TitleStatusHype
Identification of Temporal Event Relationships in Biographical Accounts0
SOFTCARDINALITY-CORE: Improving Text Overlap with Distributional Measures for Semantic Textual Similarity0
SXUCFN-Core: STS Models Integrating FrameNet Parsing Information0
SUTime: Evaluation in TempEval-30
UTTime: Temporal Relation Classification using Deep Syntactic Features0
Web pages segmentation for document selection in Question Answering (Pr\'e-segmentation de pages web et s\'election de documents pertinents en Questions-R\'eponses) [in French]0
Semeval-2013 Task 8: Cross-lingual Textual Entailment for Content Synchronization0
SemEval-2013 Task 10: Cross-lingual Word Sense Disambiguation0
TruthTeller: Annotating Predicate Truth0
UMCC\_DLSI-(EPS): Paraphrases Detection Based on Semantic Distance0
UMCC\_DLSI: Textual Similarity based on Lexical-Semantic features0
UniMelb\_NLP-CORE: Integrating predictions from multiple domains and feature sets for estimating semantic textual similarity0
*SEM 2013 shared task: Semantic Textual Similarity0
senti.ue-en: an approach for informally written short texts in SemEval-2013 Sentiment Analysis task0
Rule-Based Semantic Tagging. An Application Undergoing Dictionary Glosses0
Question Answering Against Very-Large Text Collections0
A Search Task Dataset for German Textual Entailment0
Annotating Modal Expressions in the Chinese Treebank0
Toward Fine-grained Annotation of Modality in Text0
Temporal Relation Classification Based on Temporal Reasoning0
Subtopic Annotation in a Corpus of News Texts: Steps Towards Automatic Subtopic Segmentation0
Squibs: What Is a Paraphrase?0
Combined Distributional and Logical Semantics0
Incremental Tree Substitution Grammar for Parsing and Sentence Prediction0
Jointly Learning to Parse and Perceive: Connecting Natural Language to the Physical World0
Modeling Semantic Relations Expressed by Prepositions0
Mildly Non-Projective Dependency Grammar0
Good, Great, Excellent: Global Inference of Semantic Intensities0
OntoLearn Reloaded: A Graph-Based Algorithm for Taxonomy Induction0
Finding Optimal 1-Endpoint-Crossing Trees0
Assessment of Answers: Online Subjective Examination0
A Knowledge-Based Approach to Syntactic Disambiguation of Biomedical Noun Compounds0
Proceedings of the Workshop on Question Answering for Complex Domains0
N-gram and Gazetteer List Based Named Entity Recognition for Urdu: A Scarce Resourced Language0
Question Classification and Answering from Procedural Text in English0
QA: from Turing Test to Intelligent Information Service0
Accurate Unbounded Dependency Recovery using Generalized Categorial Grammars0
Grammarless Parsing for Joint Inference0
Multi-Dimensional Feature Merger for Question Answering0
Named Entity Recognition System for Urdu0
ISO-TimeML Event Extraction in Persian Text0
Keyphrase Extraction in Scientific Articles: A Supervised Approach0
Does Similarity Matter? The Case of Answer Extraction from Technical Discussion Forums0
Bengali Question Classification: Towards Developing QA System0
A New Semantic Lexicon and Similarity Measure in Bangla0
Exploiting Discourse Relations between Sentences for Text Clustering0
Answering Yes/No Questions via Question Inversion0
Exploiting Bilingual Translation for Question Retrieval in Community-Based Question Answering0
A Hybrid Dependency Parser for Bangla0
A Fully Coreference-annotated Corpus of Scholarly Papers from the ACL Anthology0
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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