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 6051–6075 of 10817 papers

TitleStatusHype
Learning to Answer Multilingual and Code-Mixed Questions—0
Learning to Answer by Learning to Ask: Getting the Best of GPT-2 and BERT Worlds—0
Discovering the Real Association: Multimodal Causal Reasoning in Video Question Answering—0
Benchmarking Large Language Models for Conversational Question Answering in Multi-instructional Documents—0
Learning to Answer Ambiguous Questions with Knowledge Graph—0
MappSent: a Textual Mapping Approach for Question-to-Question Similarity—0
MappSent at IJCNLP-2017 Task 5: A Textual Similarity Approach Applied to Multi-choice Question Answering in Examinations—0
Learning Term Embeddings for Taxonomic Relation Identification Using Dynamic Weighting Neural Network—0
Discovering Pathology Rationale and Token Allocation for Efficient Multimodal Pathology Reasoning—0
Benchmarking Knowledge-Enhanced Commonsense Question Answering via Knowledge-to-Text Transformation—0
An Exploration of Data Augmentation and Sampling Techniques for Domain-Agnostic Question Answering—0
MAQA: A Multimodal QA Benchmark for Negation—0
Learning Structures of Negations from Flat Annotations—0
MARAGS: A Multi-Adapter System for Multi-Task Retrieval Augmented Generation Question Answering—0
MarCQAp: Effective Context Modeling for Conversational Question Answering—0
Marginal Likelihood Training of BiLSTM-CRF for Biomedical Named Entity Recognition from Disjoint Label Sets—0
Learning Structured Embeddings of Knowledge Graphs with Adversarial Learning Framework—0
Markov Logic Networks for Natural Language Question Answering—0
Learning Sparsity for Effective and Efficient Music Performance Question Answering—0
Learning Sparse Mixture of Experts for Visual Question Answering—0
Discovering Implicit Discourse Relations Through Brown Cluster Pair Representation and Coreference Patterns—0
Learning Sentiment Lexicons in Spanish—0
Learning Semantic Textual Similarity with Structural Representations—0
MaScQA: A Question Answering Dataset for Investigating Materials Science Knowledge of Large Language Models—0
Discovering Fine-Grained Semantics in Knowledge Graph Relations—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