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 951–1000 of 10817 papers

TitleStatusHype
REAR: A Relevance-Aware Retrieval-Augmented Framework for Open-Domain Question AnsweringCode1
MoZIP: A Multilingual Benchmark to Evaluate Large Language Models in Intellectual PropertyCode1
Efficient Temporal Extrapolation of Multimodal Large Language Models with Temporal Grounding BridgeCode1
EHRNoteQA: An LLM Benchmark for Real-World Clinical Practice Using Discharge SummariesCode1
Bridging the Gap between 2D and 3D Visual Question Answering: A Fusion Approach for 3D VQACode1
Interactive-KBQA: Multi-Turn Interactions for Knowledge Base Question Answering with Large Language ModelsCode1
Uncertainty-Aware Evaluation for Vision-Language ModelsCode1
Triad: A Framework Leveraging a Multi-Role LLM-based Agent to Solve Knowledge Base Question AnsweringCode1
Visual Hallucinations of Multi-modal Large Language ModelsCode1
SIMPLOT: Enhancing Chart Question Answering by Distilling EssentialsCode1
Leveraging Large Language Models for Concept Graph Recovery and Question Answering in NLP EducationCode1
Learning to Poison Large Language Models for Downstream ManipulationCode1
Cognitive Visual-Language Mapper: Advancing Multimodal Comprehension with Enhanced Visual Knowledge AlignmentCode1
BiMediX: Bilingual Medical Mixture of Experts LLMCode1
DrBenchmark: A Large Language Understanding Evaluation Benchmark for French Biomedical DomainCode1
MARS: Meaning-Aware Response Scoring for Uncertainty Estimation in Generative LLMsCode1
LongAgent: Scaling Language Models to 128k Context through Multi-Agent CollaborationCode1
LEIA: Facilitating Cross-lingual Knowledge Transfer in Language Models with Entity-based Data AugmentationCode1
Benchmarking Knowledge Boundary for Large Language Models: A Different Perspective on Model EvaluationCode1
BESA: Pruning Large Language Models with Blockwise Parameter-Efficient Sparsity AllocationCode1
Learning From Failure: Integrating Negative Examples when Fine-tuning Large Language Models as AgentsCode1
KnowTuning: Knowledge-aware Fine-tuning for Large Language ModelsCode1
Direct Evaluation of Chain-of-Thought in Multi-hop Reasoning with Knowledge GraphsCode1
Multi-modal Preference Alignment Remedies Degradation of Visual Instruction Tuning on Language ModelsCode1
Language Models as Science TutorsCode1
ControlLM: Crafting Diverse Personalities for Language ModelsCode1
Answer is All You Need: Instruction-following Text Embedding via Answering the QuestionCode1
GRILLBot In Practice: Lessons and Tradeoffs Deploying Large Language Models for Adaptable Conversational Task AssistantsCode1
Anchor-based Large Language ModelsCode1
Exploring Perceptual Limitation of Multimodal Large Language ModelsCode1
Chain-of-Layer: Iteratively Prompting Large Language Models for Taxonomy Induction from Limited ExamplesCode1
Gemini Goes to Med School: Exploring the Capabilities of Multimodal Large Language Models on Medical Challenge Problems & HallucinationsCode1
SPARQL Generation: an analysis on fine-tuning OpenLLaMA for Question Answering over a Life Science Knowledge GraphCode1
INSIDE: LLMs' Internal States Retain the Power of Hallucination DetectionCode1
Training Language Models to Generate Text with Citations via Fine-grained RewardsCode1
Text-Guided Image ClusteringCode1
Enhancing Complex Question Answering over Knowledge Graphs through Evidence Pattern RetrievalCode1
CABINET: Content Relevance based Noise Reduction for Table Question AnsweringCode1
Augment before You Try: Knowledge-Enhanced Table Question Answering via Table ExpansionCode1
LongHealth: A Question Answering Benchmark with Long Clinical DocumentsCode1
SEER: Facilitating Structured Reasoning and Explanation via Reinforcement LearningCode1
TroVE: Inducing Verifiable and Efficient Toolboxes for Solving Programmatic TasksCode1
LLMCheckup: Conversational Examination of Large Language Models via Interpretability Tools and Self-ExplanationsCode1
MedLM: Exploring Language Models for Medical Question Answering SystemsCode1
DeepEdit: Knowledge Editing as Decoding with ConstraintsCode1
Weakly Supervised Gaussian Contrastive Grounding with Large Multimodal Models for Video Question AnsweringCode1
The Radiation Oncology NLP DatabaseCode1
Q&A Prompts: Discovering Rich Visual Clues through Mining Question-Answer Prompts for VQA requiring Diverse World KnowledgeCode1
Veagle: Advancements in Multimodal Representation LearningCode1
Question-Answer Cross Language Image Matching for Weakly Supervised Semantic SegmentationCode1
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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