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 9376–9400 of 10817 papers

TitleStatusHype
Interpretable Multi-Step Reasoning with Knowledge Extraction on Complex Healthcare Question Answering—0
Interpretable Neural Computation for Real-World Compositional Visual Question Answering—0
Interpretable Proof Generation via Iterative Backward Reasoning—0
Interpretable Question Answering on Knowledge Bases and Text—0
Interpretable Traces, Unexpected Outcomes: Investigating the Disconnect in Trace-Based Knowledge Distillation—0
Interpretable Visual Question Answering Referring to Outside Knowledge—0
Interpretable Visual Question Answering by Reasoning on Dependency Trees—0
Interpretable Visual Question Answering by Visual Grounding from Attention Supervision Mining—0
Interpretable Visual Question Answering via Reasoning Supervision—0
Interpretable Visual Reasoning via Probabilistic Formulation under Natural Supervision—0
Interpretation of Natural Language Rules in Conversational Machine Reading—0
Interpreting Anaphoric Shell Nouns using Antecedents of Cataphoric Shell Nouns as Training Data—0
Interpreting Attention Models with Human Visual Attention in Machine Reading Comprehension—0
Interpreting Consumer Health Questions: The Role of Anaphora and Ellipsis—0
Interpreting Questions with a Log-Linear Ranking Model in a Virtual Patient Dialogue System—0
Inter-Weighted Alignment Network for Sentence Pair Modeling—0
In-the-Wild Video Question Answering—0
Intrinsic Self-correction for Enhanced Morality: An Analysis of Internal Mechanisms and the Superficial Hypothesis—0
Introducing "Forecast Utterance" for Conversational Data Science—0
Introducing RezoJDM16k: a French KnowledgeGraph DataSet for Link Prediction—0
Introducing Semantics into Speech Encoders—0
Introduction method for argumentative dialogue using paired question-answering interchange about personality—0
Introduction of a Probabilistic Language Model to Non-Factoid Question Answering Using Example Q\&A Pairs—0
Introduction to Neural Network based Approaches for Question Answering over Knowledge Graphs—0
Invar-RAG: Invariant LLM-aligned Retrieval for Better Generation—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