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 2551–2575 of 10817 papers

TitleStatusHype
Chain-of-Questions Training with Latent Answers for Robust Multistep Question Answering—0
A Reinforcement Learning Framework for Natural Question Generation using Bi-discriminators—0
Towards Efficient Educational Chatbots: Benchmarking RAG Frameworks—0
Chain of Condition: Construct, Verify and Solve Conditions for Conditional Question Answering—0
A reinforcement learning approach for VQA validation: an application to diabetic macular edema grading—0
Chain of Agents: Large Language Models Collaborating on Long-Context Tasks—0
A Regularized Competition Model for Question Difficulty Estimation in Community Question Answering Services—0
A Knowledge storage and semantic space alignment Method for Multi-documents dialogue generation—0
Chain Based RNN for Relation Classification—0
Can Generative AI Support Patients' & Caregivers' Informational Needs? Towards Task-Centric Evaluation Of AI Systems—0
CG-RAG: Research Question Answering by Citation Graph Retrieval-Augmented LLMs—0
CG-Bench: Clue-grounded Question Answering Benchmark for Long Video Understanding—0
A Refined End-to-End Discourse Parser—0
Duplicate Question Retrieval and Confirmation Time Prediction in Software Communities—0
DUT-BIM at MEDIQA 2019: Utilizing Transformer Network and Medical Domain-Specific Contextualized Representations for Question Answering—0
Read and Think: An Efficient Step-wise Multimodal Language Model for Document Understanding and Reasoning—0
CFO: Conditional Focused Neural Question Answering with Large-scale Knowledge Bases—0
CFO: A Framework for Building Production NLP Systems—0
CFMatch: Aligning Automated Answer Equivalence Evaluation with Expert Judgments For Open-Domain Question Answering—0
AdaCoder: Adaptive Prompt Compression for Programmatic Visual Question Answering—0
PreMind: Multi-Agent Video Understanding for Advanced Indexing of Presentation-style Videos—0
Certainly Uncertain: A Benchmark and Metric for Multimodal Epistemic and Aleatoric Awareness—0
Are ChatGPT and GPT-4 General-Purpose Solvers for Financial Text Analytics? A Study on Several Typical Tasks—0
A Knowledge Graph Based Solution for Entity Discovery and Linking in Open-Domain Questions—0
CellVerse: Do Large Language Models Really Understand Cell Biology?—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