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 7126–7150 of 10817 papers

TitleStatusHype
EWEK-QA: Enhanced Web and Efficient Knowledge Graph Retrieval for Citation-based Question Answering Systems—0
HalluMix: A Task-Agnostic, Multi-Domain Benchmark for Real-World Hallucination Detection—0
A Summary of the ALQAC 2021 Competition—0
Open-Domain Information Access with Talking Robots—0
Open-Domain Question Answering—0
PALRACE: Reading Comprehension Dataset with Human Data and Labeled Rationales—0
A Sui Generis QA Approach using RoBERTa for Adverse Drug Event Identification—0
Consecutive Question Generation with Multitask Joint Reranking and Dynamic Rationale Search—0
A Multi-Agent Framework for Mitigating Dialect Biases in Privacy Policy Question-Answering Systems—0
Hallucination-minimized Data-to-answer Framework for Financial Decision-makers—0
Hallucination Detection: Robustly Discerning Reliable Answers in Large Language Models—0
ConQuest: Contextual Question Paraphrasing through Answer-Aware Synthetic Question Generation—0
PALM: Pre-training an Autoencoding\&Autoregressive Language Model for Context-conditioned Generation—0
PAM: Understanding Product Images in Cross Product Category Attribute Extraction—0
Open Domain Question Answering with Conflicting Contexts—0
Hallucination Detection in LLMs via Topological Divergence on Attention Graphs—0
Open-Domain Why-Question Answering with Adversarial Learning to Encode Answer Texts—0
CONQRR: Conversational Query Rewriting for Retrieval with Reinforcement Learning—0
Open-ended Commonsense Reasoning with Unrestricted Answer Scope—0
Open-Ended Long-Form Video Question Answering via Hierarchical Convolutional Self-Attention Networks—0
A Study on the Implementation Method of an Agent-Based Advanced RAG System Using Graph—0
Expanding Frozen Vision-Language Models without Retraining: Towards Improved Robot Perception—0
Categorization of Semantic Roles for Dictionary Definitions—0
Open-Ended Visual Question Answering by Multi-Modal Domain Adaptation—0
Hallucination Augmented Recitations for Language Models—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