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
KLUE-CORE: A regression model of semantic textual similarity0
ECNUCS: Recognizing Cross-lingual Textual Entailment Using Multiple Text Similarity and Text Difference Measures0
INAOE\_UPV-CORE: Extracting Word Associations from Document Corpora to estimate Semantic Textual Similarity0
LIPN-CORE: Semantic Text Similarity using n-grams, WordNet, Syntactic Analysis, ESA and Information Retrieval based Features0
DeepPurple: Lexical, String and Affective Feature Fusion for Sentence-Level Semantic Similarity Estimation0
HENRY-CORE: Domain Adaptation and Stacking for Text Similarity0
JU\_CSE: A CRF Based Approach to Annotation of Temporal Expression, Event and Temporal Relations0
ECNUCS: Measuring Short Text Semantic Equivalence Using Multiple Similarity Measurements0
Combining Heterogeneous Models for Measuring Relational Similarity0
Large-Scale Paraphrasing for Natural Language Understanding0
Identification of Temporal Event Relationships in Biographical Accounts0
Finding What Matters in Questions0
Answer Extraction as Sequence Tagging with Tree Edit Distance0
TruthTeller: Annotating Predicate Truth0
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
Modeling Semantic Relations Expressed by Prepositions0
OntoLearn Reloaded: A Graph-Based Algorithm for Taxonomy Induction0
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
Finding Optimal 1-Endpoint-Crossing Trees0
Mildly Non-Projective Dependency Grammar0
Good, Great, Excellent: Global Inference of Semantic Intensities0
Towards Two-step Multi-document Summarisation for Evidence Based Medicine: A Quantitative Analysis0
Keyphrase Extraction in Scientific Articles: A Supervised Approach0
A Fully Coreference-annotated Corpus of Scholarly Papers from the ACL Anthology0
ISO-TimeML Event Extraction in Persian Text0
Accurate Unbounded Dependency Recovery using Generalized Categorial Grammars0
Multi-Dimensional Feature Merger for Question Answering0
Answering Yes/No Questions via Question Inversion0
Named Entity Recognition System for Urdu0
Exploiting Bilingual Translation for Question Retrieval in Community-Based Question Answering0
Does Similarity Matter? The Case of Answer Extraction from Technical Discussion Forums0
A Knowledge-Based Approach to Syntactic Disambiguation of Biomedical Noun Compounds0
Grammarless Parsing for Joint Inference0
The Use of Dependency Relation Graph to Enhance the Term Weighting in Question Retrieval0
Thread Specific Features are Helpful for Identifying Subjectivity Orientation of Online Forum Threads0
Structured and Logical Representations of Assamese Text for Question-Answering System0
Towards a thematic role based target identification model for question answering0
WikiTalk: A Spoken Wikipedia-based Open-Domain Knowledge Access System0
Simple or Complex? Classifying Questions by Answering Complexity0
A Hybrid Dependency Parser for Bangla0
Exploiting Discourse Relations between Sentences for Text Clustering0
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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