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 2051–2100 of 10817 papers

TitleStatusHype
LLMI3D: Empowering LLM with 3D Perception from a Single 2D Image—0
Vision Language Model for Interpretable and Fine-grained Detection of Safety Compliance in Diverse Workplaces—0
MAQA: Evaluating Uncertainty Quantification in LLMs Regarding Data UncertaintyCode0
CROME: Cross-Modal Adapters for Efficient Multimodal LLM—0
Creating Arabic LLM Prompts at Scale—0
FastFiD: Improve Inference Efficiency of Open Domain Question Answering via Sentence SelectionCode1
Quantum Algorithms for Compositional Text Processing—0
Reference-free Hallucination Detection for Large Vision-Language Models—0
Chain of Condition: Construct, Verify and Solve Conditions for Conditional Question Answering—0
SWIFT:A Scalable lightWeight Infrastructure for Fine-TuningCode11
Context-Driven Index Trimming: A Data Quality Perspective to Enhancing Precision of RALMsCode0
MSG-Chart: Multimodal Scene Graph for ChartQACode0
Surgical-VQLA++: Adversarial Contrastive Learning for Calibrated Robust Visual Question-Localized Answering in Robotic SurgeryCode1
Towards a Generative Approach for Emotion Detection and Reasoning—0
Revisiting Multi-Modal LLM Evaluation—0
Enhancing Robustness of Retrieval-Augmented Language Models with In-Context Learning—0
Enhancing Healthcare through Large Language Models: A Study on Medical Question Answering—0
Img-Diff: Contrastive Data Synthesis for Multimodal Large Language Models—0
EfficientRAG: Efficient Retriever for Multi-Hop Question AnsweringCode2
NatLan: Native Language Prompting Facilitates Knowledge Elicitation Through Language Trigger Provision and Domain Trigger RetentionCode0
Target Prompting for Information Extraction with Vision Language Model—0
Optimus: Accelerating Large-Scale Multi-Modal LLM Training by Bubble Exploitation—0
Citekit: A Modular Toolkit for Large Language Model Citation GenerationCode1
GMAI-MMBench: A Comprehensive Multimodal Evaluation Benchmark Towards General Medical AICode2
500xCompressor: Generalized Prompt Compression for Large Language ModelsCode2
Targeted Visual Prompting for Medical Visual Question AnsweringCode0
Leveraging Inter-Chunk Interactions for Enhanced Retrieval in Large Language Model-Based Question Answering—0
XMainframe: A Large Language Model for Mainframe ModernizationCode2
Entity Retrieval for Answering Entity-Centric Questions—0
Lumina-mGPT: Illuminate Flexible Photorealistic Text-to-Image Generation with Multimodal Generative PretrainingCode7
Developing PUGG for Polish: A Modern Approach to KBQA, MRC, and IR Dataset ConstructionCode0
REVISION: Rendering Tools Enable Spatial Fidelity in Vision-Language Models—0
Knowledge AI: Fine-tuning NLP Models for Facilitating Scientific Knowledge Extraction and Understanding—0
DiReCT: Diagnostic Reasoning for Clinical Notes via Large Language ModelsCode1
MMPKUBase: A Comprehensive and High-quality Chinese Multi-modal Knowledge Graph—0
Compositional Physical Reasoning of Objects and Events from Videos—0
DebateQA: Evaluating Question Answering on Debatable KnowledgeCode1
Adaptive Contrastive Decoding in Retrieval-Augmented Generation for Handling Noisy Contexts—0
Tensor Train Low-rank Approximation (TT-LoRA): Democratizing AI with Accelerated LLMs—0
RAGEval: Scenario Specific RAG Evaluation Dataset Generation FrameworkCode3
BioRAG: A RAG-LLM Framework for Biological Question Reasoning—0
Improving Retrieval-Augmented Generation in Medicine with Iterative Follow-up QuestionsCode4
Towards Flexible Evaluation for Generative Visual Question AnsweringCode0
SimpleLLM4AD: An End-to-End Vision-Language Model with Graph Visual Question Answering for Autonomous Driving—0
Learning Video Context as Interleaved Multimodal SequencesCode1
Cost-Effective Hallucination Detection for LLMs—0
Prompting Medical Large Vision-Language Models to Diagnose Pathologies by Visual Question Answering—0
The Llama 3 Herd of ModelsCode4
Tree-of-Traversals: A Zero-Shot Reasoning Algorithm for Augmenting Black-box Language Models with Knowledge GraphsCode1
Decomposed Prompting to Answer Questions on a Course Discussion BoardCode0
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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