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 1701–1750 of 10817 papers

TitleStatusHype
KVLink: Accelerating Large Language Models via Efficient KV Cache ReuseCode1
CommonsenseQA: A Question Answering Challenge Targeting Commonsense KnowledgeCode1
KnowTuning: Knowledge-aware Fine-tuning for Large Language ModelsCode1
Can an AI Win Ghana's National Science and Maths Quiz? An AI Grand Challenge for EducationCode1
Generator-Retriever-Generator Approach for Open-Domain Question AnsweringCode1
GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical ReasoningCode1
Can ChatGPT Understand Too? A Comparative Study on ChatGPT and Fine-tuned BERTCode1
Genixer: Empowering Multimodal Large Language Models as a Powerful Data GeneratorCode1
Context-Aware Alignment and Mutual Masking for 3D-Language Pre-TrainingCode1
GENOME: GenerativE Neuro-symbOlic visual reasoning by growing and reusing ModulEsCode1
Know What You Don't Know: Unanswerable Questions for SQuADCode1
Language Guided Visual Question Answering: Elevate Your Multimodal Language Model Using Knowledge-Enriched PromptsCode1
Large Language Models can be Guided to Evade AI-Generated Text DetectionCode1
Glance and Focus: Memory Prompting for Multi-Event Video Question AnsweringCode1
Can Explanations Be Useful for Calibrating Black Box Models?Code1
Question Answering Classification for Amharic Social Media Community Based QuestionsCode1
Knowledge Guided Text Retrieval and Reading for Open Domain Question AnsweringCode1
Can Generative Pre-trained Language Models Serve as Knowledge Bases for Closed-book QA?Code1
Knowledge-guided Open Attribute Value Extraction with Reinforcement LearningCode1
Knowledge Infused DecodingCode1
Collab-RAG: Boosting Retrieval-Augmented Generation for Complex Question Answering via White-Box and Black-Box LLM CollaborationCode1
CoLoR-Filter: Conditional Loss Reduction Filtering for Targeted Language Model Pre-trainingCode1
Knowledge Graph Question Answering Datasets and Their Generalizability: Are They Enough for Future Research?Code1
Can Language Models Solve Graph Problems in Natural Language?Code1
GooAQ: Open Question Answering with Diverse Answer TypesCode1
Are self-explanations from Large Language Models faithful?Code1
Cognitive Visual-Language Mapper: Advancing Multimodal Comprehension with Enhanced Visual Knowledge AlignmentCode1
Knowledge Graph Question Answering using Graph-Pattern IsomorphismCode1
A Survey of Medical Vision-and-Language Applications and Their TechniquesCode1
Combo of Thinking and Observing for Outside-Knowledge VQACode1
Knowledge Graph Simple Question Answering for Unseen DomainsCode1
Grape: Knowledge Graph Enhanced Passage Reader for Open-domain Question AnsweringCode1
Knowledge-Routed Visual Question Reasoning: Challenges for Deep Representation EmbeddingCode1
Code-Style In-Context Learning for Knowledge-Based Question AnsweringCode1
CogMG: Collaborative Augmentation Between Large Language Model and Knowledge GraphCode1
Can NLI Models Verify QA Systems' Predictions?Code1
Can NLI Models Verify QA Systems’ Predictions?Code1
GraphNeT: Graph neural networks for neutrino telescope event reconstructionCode1
Knowledge graph enhanced retrieval-augmented generation for failure mode and effects analysisCode1
Knowledge Graph-based Question Answering with Electronic Health RecordsCode1
CodeQA: A Question Answering Dataset for Source Code ComprehensionCode1
Graphusion: Leveraging Large Language Models for Scientific Knowledge Graph Fusion and Construction in NLP EducationCode1
Knowledge Graph Embedding Methods for Entity Alignment: An Experimental ReviewCode1
CAT-ViL: Co-Attention Gated Vision-Language Embedding for Visual Question Localized-Answering in Robotic SurgeryCode1
Can questions summarize a corpus? Using question generation for characterizing COVID-19 researchCode1
Can Retriever-Augmented Language Models Reason? The Blame Game Between the Retriever and the Language ModelCode1
Coarse-to-Fine Vision-Language Pre-training with Fusion in the BackboneCode1
Knowledge Editing with Dynamic Knowledge Graphs for Multi-Hop Question AnsweringCode1
Rainier: Reinforced Knowledge Introspector for Commonsense Question AnsweringCode1
COBRA: Contrastive Bi-Modal Representation AlgorithmCode1
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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