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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 1601–1650 of 10817 papers

TitleStatusHype
Code-Style In-Context Learning for Knowledge-Based Question AnsweringCode1
CogMG: Collaborative Augmentation Between Large Language Model and Knowledge GraphCode1
JMedLoRA:Medical Domain Adaptation on Japanese Large Language Models using Instruction-tuningCode1
Break It Down: A Question Understanding BenchmarkCode1
CodeQA: A Question Answering Dataset for Source Code ComprehensionCode1
Exploring Perceptual Limitation of Multimodal Large Language ModelsCode1
COBRA: Contrastive Bi-Modal Representation AlgorithmCode1
Bridging Anaphora Resolution as Question AnsweringCode1
JDocQA: Japanese Document Question Answering Dataset for Generative Language ModelsCode1
JointLK: Joint Reasoning with Language Models and Knowledge Graphs for Commonsense Question AnsweringCode1
Coarse-to-Fine Vision-Language Pre-training with Fusion in the BackboneCode1
Expressive Scene Graph Generation Using Commonsense Knowledge Infusion for Visual Understanding and ReasoningCode1
Exposing Shallow Heuristics of Relation Extraction Models with Challenge DataCode1
ExpMRC: Explainability Evaluation for Machine Reading ComprehensionCode1
Coarse-to-Fine Reasoning for Visual Question AnsweringCode1
Bridging the Gap between 2D and 3D Visual Question Answering: A Fusion Approach for 3D VQACode1
Jack the Reader - A Machine Reading FrameworkCode1
CAT-ViL: Co-Attention Gated Vision-Language Embedding for Visual Question Localized-Answering in Robotic SurgeryCode1
A Gradually Soft Multi-Task and Data-Augmented Approach to Medical Question UnderstandingCode1
FaceBench: A Multi-View Multi-Level Facial Attribute VQA Dataset for Benchmarking Face Perception MLLMsCode1
Answer is All You Need: Instruction-following Text Embedding via Answering the QuestionCode1
Fabricator: An Open Source Toolkit for Generating Labeled Training Data with Teacher LLMsCode1
Bridging the KB-Text Gap: Leveraging Structured Knowledge-aware Pre-training for KBQACode1
A Cross-Task Analysis of Text Span RepresentationsCode1
OpenCQA: Open-ended Question Answering with ChartsCode1
Open-Domain Question Answering Goes Conversational via Question RewritingCode1
It is AI's Turn to Ask Humans a Question: Question-Answer Pair Generation for Children's Story BooksCode1
Faithful Multimodal Explanation for Visual Question AnsweringCode1
JaQuAD: Japanese Question Answering Dataset for Machine Reading ComprehensionCode1
A Comprehensive Review of the Video-to-Text ProblemCode1
A Survey on Efficient Vision-Language ModelsCode1
BRIEF: Bridging Retrieval and Inference for Multi-hop Reasoning via CompressionCode1
Invoke Interfaces Only When Needed: Adaptive Invocation for Large Language Models in Question AnsweringCode1
IoT-LM: Large Multisensory Language Models for the Internet of ThingsCode1
Clues Before Answers: Generation-Enhanced Multiple-Choice QACode1
Bring Your Own KG: Self-Supervised Program Synthesis for Zero-Shot KGQACode1
FastFiD: Improve Inference Efficiency of Open Domain Question Answering via Sentence SelectionCode1
FastAdaSP: Multitask-Adapted Efficient Inference for Large Speech Language ModelCode1
CLTR: An End-to-End, Transformer-Based System for Cell Level Table Retrieval and Table Question AnsweringCode1
Overcoming Data Limitation in Medical Visual Question AnsweringCode1
Fauno: The Italian Large Language Model that will leave you senza parole!Code1
Investigating the Factual Knowledge Boundary of Large Language Models with Retrieval AugmentationCode1
Closed Loop Neural-Symbolic Learning via Integrating Neural Perception, Grammar Parsing, and Symbolic ReasoningCode1
FeTaQA: Free-form Table Question AnsweringCode1
FEQA: A Question Answering Evaluation Framework for Faithfulness Assessment in Abstractive SummarizationCode1
PAKTON: A Multi-Agent Framework for Question Answering in Long Legal AgreementsCode1
Clover: Towards A Unified Video-Language Alignment and Fusion ModelCode1
Few-shot In-context Learning for Knowledge Base Question AnsweringCode1
CLIP-Guided Vision-Language Pre-training for Question Answering in 3D ScenesCode1
CL-ReLKT: Cross-lingual Language Knowledge Transfer for Multilingual Retrieval Question AnsweringCode1
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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