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 4251–4275 of 10817 papers

TitleStatusHype
An Exploration of Data Augmentation and RNN Architectures for Question Ranking in Community Question Answering—0
Hyperbolic Attention Networks—0
Benchmarking Large Language Models for Conversational Question Answering in Multi-instructional Documents—0
Discovering the Real Association: Multimodal Causal Reasoning in Video Question Answering—0
An Exploration of Data Augmentation and Sampling Techniques for Domain-Agnostic Question Answering—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
A Comprehensive Evaluation of Large Language Models on Temporal Event Forecasting—0
Discovering Implicit Discourse Relations Through Brown Cluster Pair Representation and Coreference Patterns—0
Discovering Fine-Grained Semantics in Knowledge Graph Relations—0
Discovering Bias in Latent Space: An Unsupervised Debiasing Approach—0
An experimental study of the vision-bottleneck in VQA—0
Adversarial VQA: A New Benchmark for Evaluating the Robustness of VQA Models—0
Hybrid Question Answering over Knowledge Base and Free Text—0
Discovering Better Model Architectures for Medical Query Understanding—0
Discourse-sensitive Automatic Identification of Generic Expressions—0
Benchmarking Foundation Models with Language-Model-as-an-Examiner—0
Discourse Parsing with Attention-based Hierarchical Neural Networks—0
An Exam-based Evaluation Approach Beyond Traditional Relevance Judgments—0
Hybrid Graphs for Table-and-Text based Question Answering using LLMs—0
Discourse Complements Lexical Semantics for Non-factoid Answer Reranking—0
Benchmarking Biopharmaceuticals Retrieval-Augmented Generation Evaluation—0
Discourse-Based Approach to Involvement of Background Knowledge for Question Answering—0
Discourse-Aware Graph Networks for Textual Logical Reasoning—0
A New Semantic Lexicon and Similarity Measure in Bangla—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