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 1030110350 of 10817 papers

TitleStatusHype
Modelling the Semantics of Adjectives in the Ontology-Lexicon Interface0
Mining temporal footprints from Wikipedia0
A Comparative Study of Conversion Aided Methods for WordNet Sentence Textual Similarity0
Exploiting the Human Computational Effort Dedicated to Message Reply Formatting for Training Discursive Email Segmenters0
Proposition Knowledge Graphs0
DLS@CU: Sentence Similarity from Word Alignment0
Compositional Distributional Semantics Models in Chunk-based Smoothed Tree Kernels0
CMU: Arc-Factored, Discriminative Semantic Dependency Parsing0
AI-KU: Using Co-Occurrence Modeling for Semantic Similarity0
UoW: Multi-task Learning Gaussian Process for Semantic Textual Similarity0
SemantiKLUE: Robust Semantic Similarity at Multiple Levels Using Maximum Weight Matching0
SemEval-2014 Task 10: Multilingual Semantic Textual Similarity0
SemEval-2014 Task 6: Supervised Semantic Parsing of Robotic Spatial Commands0
Semantic Roles in Grammar Engineering0
Sense and Similarity: A Study of Sense-level Similarity Measures0
Learning Rank Functionals: An Empirical Study0
A Survey of Named Entity Recognition in Assamese and other Indian Languages0
Natural Human-Machine Interaction for Manipulating Formal Language: Bootstrapping with Mapping (Interaction homme-machine en domaine large \`a l'aide du langage naturel : une amorce par mise en correspondance) [in French]0
User evaluation of a multiple answer extraction system on the Web (\'Evaluation d'un syst\`eme d'extraction de r\'eponses multiples sur le Web par comparaison \`a des humains) [in French]0
A survey on phrase structure learning methods for text classification0
Question Answering with Subgraph EmbeddingsCode0
Addressing Class Imbalance for Improved Recognition of Implicit Discourse Relations0
Decomposing Consumer Health Questions0
Evaluation for Partial Event Coreference0
Aspectual Properties of Conversational Activities0
Information Navigation System Based on POMDP that Tracks User Focus0
Unsupervised Techniques for Extracting and Clustering Complex Events in News0
Semantic Parsing using Distributional Semantics and Probabilistic Logic0
Towards Creation of a Corpus for Argumentation Mining the Biomedical Genetics Research Literature0
Large-scale CCG Induction from the Groningen Meaning Bank0
Freebase QA: Information Extraction or Semantic Parsing?0
Cooking with Semantics0
Learning to Rank Answer Candidates for Automatic Resolution of Crossword Puzzles0
Looking for Hyponyms in Vector Space0
Inducing Neural Models of Script Knowledge0
Learning Grounded Meaning Representations with Autoencoders0
Recognizing Implied Predicate-Argument Relationships in Textual Inference0
A Topic Model for Building Fine-grained Domain-specific Emotion Lexicon0
Medical Relation Extraction with Manifold Models0
Response-based Learning for Grounded Machine Translation0
Bilingual Active Learning for Relation Classification via Pseudo Parallel Corpora0
Low-Resource Semantic Role Labeling0
Context-aware Learning for Sentence-level Sentiment Analysis with Posterior Regularization0
How Well can We Learn Interpretable Entity Types from Text?0
A Semiparametric Gaussian Copula Regression Model for Predicting Financial Risks from Earnings Calls0
New Word Detection for Sentiment Analysis0
Open Information Extraction for Spanish Language based on Syntactic Constraints0
DKPro Keyphrases: Flexible and Reusable Keyphrase Extraction Experiments0
Bilingual Event Extraction: a Case Study on Trigger Type Determination0
Discourse Complements Lexical Semantics for Non-factoid Answer Reranking0
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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