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 201–250 of 10817 papers

TitleStatusHype
MixLoRA: Enhancing Large Language Models Fine-Tuning with LoRA-based Mixture of ExpertsCode3
Towards Building Multilingual Language Model for MedicineCode3
BLIVA: A Simple Multimodal LLM for Better Handling of Text-Rich Visual QuestionsCode2
Large Language Models Meet Knowledge Graphs for Question Answering: Synthesis and OpportunitiesCode2
Large Language Models(LLMs) on Tabular Data: Prediction, Generation, and Understanding -- A SurveyCode2
Blended RAG: Improving RAG (Retriever-Augmented Generation) Accuracy with Semantic Search and Hybrid Query-Based RetrieversCode2
BlendSQL: A Scalable Dialect for Unifying Hybrid Question Answering in Relational AlgebraCode2
Large Language Models for Information Retrieval: A SurveyCode2
Learn Beyond The Answer: Training Language Models with Reflection for Mathematical ReasoningCode2
A Bounding Box is Worth One Token: Interleaving Layout and Text in a Large Language Model for Document UnderstandingCode2
BioMistral: A Collection of Open-Source Pretrained Large Language Models for Medical DomainsCode2
Knowledge Graph Prompting for Multi-Document Question AnsweringCode2
BiomedGPT: A Generalist Vision-Language Foundation Model for Diverse Biomedical TasksCode2
Knowledge Representation Learning: A Quantitative ReviewCode2
LaMini-LM: A Diverse Herd of Distilled Models from Large-Scale InstructionsCode2
Learning Dense Representations of Phrases at ScaleCode2
JourneyDB: A Benchmark for Generative Image UnderstandingCode2
Beyond Text: Frozen Large Language Models in Visual Signal ComprehensionCode2
Interleaving Retrieval with Chain-of-Thought Reasoning for Knowledge-Intensive Multi-Step QuestionsCode2
IndicGenBench: A Multilingual Benchmark to Evaluate Generation Capabilities of LLMs on Indic LanguagesCode2
BiMediX2: Bio-Medical EXpert LMM for Diverse Medical ModalitiesCode2
SemViQA: A Semantic Question Answering System for Vietnamese Information Fact-CheckingCode2
Keeping Yourself is Important in Downstream Tuning Multimodal Large Language ModelCode2
Hybrid Transformer with Multi-level Fusion for Multimodal Knowledge Graph CompletionCode2
Ada-LEval: Evaluating long-context LLMs with length-adaptable benchmarksCode2
Hungry Hungry Hippos: Towards Language Modeling with State Space ModelsCode2
Hyena Hierarchy: Towards Larger Convolutional Language ModelsCode2
Benchmarking Retrieval-Augmented Generation in Multi-Modal ContextsCode2
Beyond Accuracy: Behavioral Testing of NLP models with CheckListCode2
How Much are Large Language Models Contaminated? A Comprehensive Survey and the LLMSanitize LibraryCode2
Huatuo-26M, a Large-scale Chinese Medical QA DatasetCode2
KET-RAG: A Cost-Efficient Multi-Granular Indexing Framework for Graph-RAGCode2
Improving Medical Reasoning through Retrieval and Self-Reflection with Retrieval-Augmented Large Language ModelsCode2
Improving Retrieval-Augmented Generation through Multi-Agent Reinforcement LearningCode2
Learning to Filter Context for Retrieval-Augmented GenerationCode2
InstructDoc: A Dataset for Zero-Shot Generalization of Visual Document Understanding with InstructionsCode2
ISR-DPO: Aligning Large Multimodal Models for Videos by Iterative Self-Retrospective DPOCode2
Iteration of Thought: Leveraging Inner Dialogue for Autonomous Large Language Model ReasoningCode2
BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval ModelsCode2
KG-Rank: Enhancing Large Language Models for Medical QA with Knowledge Graphs and Ranking TechniquesCode2
Habitat: A Platform for Embodied AI ResearchCode2
Grounding-IQA: Multimodal Language Grounding Model for Image Quality AssessmentCode2
VHM: Versatile and Honest Vision Language Model for Remote Sensing Image AnalysisCode2
BatGPT: A Bidirectional Autoregessive Talker from Generative Pre-trained TransformerCode2
ActiveRAG: Autonomously Knowledge Assimilation and Accommodation through Retrieval-Augmented AgentsCode2
ktrain: A Low-Code Library for Augmented Machine LearningCode2
GraphTranslator: Aligning Graph Model to Large Language Model for Open-ended TasksCode2
Language Agent Tree Search Unifies Reasoning Acting and Planning in Language ModelsCode2
GreaseLM: Graph REASoning Enhanced Language Models for Question AnsweringCode2
Grounded 3D-LLM with Referent TokensCode2
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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