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 251–300 of 10817 papers

TitleStatusHype
Large Language Models(LLMs) on Tabular Data: Prediction, Generation, and Understanding -- A SurveyCode2
ActiveRAG: Autonomously Knowledge Assimilation and Accommodation through Retrieval-Augmented AgentsCode2
Knowledge Representation Learning: A Quantitative ReviewCode2
MASKSEARCH: A Universal Pre-Training Framework to Enhance Agentic Search CapabilityCode2
ktrain: A Low-Code Library for Augmented Machine LearningCode2
LaMini-LM: A Diverse Herd of Distilled Models from Large-Scale InstructionsCode2
Learn Beyond The Answer: Training Language Models with Reflection for Mathematical ReasoningCode2
KG-Rank: Enhancing Large Language Models for Medical QA with Knowledge Graphs and Ranking TechniquesCode2
KET-RAG: A Cost-Efficient Multi-Granular Indexing Framework for Graph-RAGCode2
AnyAnomaly: Zero-Shot Customizable Video Anomaly Detection with LVLMCode2
Breaking the Ceiling of the LLM Community by Treating Token Generation as a Classification for EnsemblingCode2
Keeping Yourself is Important in Downstream Tuning Multimodal Large Language ModelCode2
Iteration of Thought: Leveraging Inner Dialogue for Autonomous Large Language Model ReasoningCode2
BLIVA: A Simple Multimodal LLM for Better Handling of Text-Rich Visual QuestionsCode2
JourneyDB: A Benchmark for Generative Image UnderstandingCode2
Interleaving Retrieval with Chain-of-Thought Reasoning for Knowledge-Intensive Multi-Step QuestionsCode2
A Pilot Study for Chinese SQL Semantic ParsingCode2
ISR-DPO: Aligning Large Multimodal Models for Videos by Iterative Self-Retrospective DPOCode2
Knowledge Graph Prompting for Multi-Document Question AnsweringCode2
Learning Dense Representations of Phrases at ScaleCode2
Improving Medical Reasoning through Retrieval and Self-Reflection with Retrieval-Augmented Large Language ModelsCode2
Improving Retrieval-Augmented Generation through Multi-Agent Reinforcement LearningCode2
Hyena Hierarchy: Towards Larger Convolutional Language ModelsCode2
BioMistral: A Collection of Open-Source Pretrained Large Language Models for Medical DomainsCode2
IndicGenBench: A Multilingual Benchmark to Evaluate Generation Capabilities of LLMs on Indic LanguagesCode2
Hungry Hungry Hippos: Towards Language Modeling with State Space ModelsCode2
Huatuo-26M, a Large-scale Chinese Medical QA DatasetCode2
Blended RAG: Improving RAG (Retriever-Augmented Generation) Accuracy with Semantic Search and Hybrid Query-Based RetrieversCode2
How Much are Large Language Models Contaminated? A Comprehensive Survey and the LLMSanitize LibraryCode2
Hybrid Transformer with Multi-level Fusion for Multimodal Knowledge Graph CompletionCode2
BiomedGPT: A Generalist Vision-Language Foundation Model for Diverse Biomedical TasksCode2
HMT: Hierarchical Memory Transformer for Long Context Language ProcessingCode2
500xCompressor: Generalized Prompt Compression for Large Language ModelsCode2
VHM: Versatile and Honest Vision Language Model for Remote Sensing Image AnalysisCode2
Habitat: A Platform for Embodied AI ResearchCode2
BlendSQL: A Scalable Dialect for Unifying Hybrid Question Answering in Relational AlgebraCode2
Grounding-IQA: Multimodal Language Grounding Model for Image Quality AssessmentCode2
How do you know that? Teaching Generative Language Models to Reference Answers to Biomedical QuestionsCode2
InstructDoc: A Dataset for Zero-Shot Generalization of Visual Document Understanding with InstructionsCode2
Learning to Filter Context for Retrieval-Augmented GenerationCode2
Beyond Text: Frozen Large Language Models in Visual Signal ComprehensionCode2
3D-VisTA: Pre-trained Transformer for 3D Vision and Text AlignmentCode2
GOFA: A Generative One-For-All Model for Joint Graph Language ModelingCode2
An Image Grid Can Be Worth a Video: Zero-shot Video Question Answering Using a VLMCode2
GMAI-MMBench: A Comprehensive Multimodal Evaluation Benchmark Towards General Medical AICode2
GeReA: Question-Aware Prompt Captions for Knowledge-based Visual Question AnsweringCode2
GeoChat: Grounded Large Vision-Language Model for Remote SensingCode2
GIT: A Generative Image-to-text Transformer for Vision and LanguageCode2
GMAI-VL & GMAI-VL-5.5M: A Large Vision-Language Model and A Comprehensive Multimodal Dataset Towards General Medical AICode2
GraphTranslator: Aligning Graph Model to Large Language Model for Open-ended TasksCode2
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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