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 1501–1550 of 10817 papers

TitleStatusHype
Collab-RAG: Boosting Retrieval-Augmented Generation for Complex Question Answering via White-Box and Black-Box LLM CollaborationCode1
Eliminating Position Bias of Language Models: A Mechanistic ApproachCode1
COBRA: Contrastive Bi-Modal Representation AlgorithmCode1
IntentionQA: A Benchmark for Evaluating Purchase Intention Comprehension Abilities of Language Models in E-commerceCode1
BiMediX: Bilingual Medical Mixture of Experts LLMCode1
Emergence of Grounded Compositional Language in Multi-Agent PopulationsCode1
Interconnected Question Generation with Coreference Alignment and Conversation Flow ModelingCode1
MISS: A Generative Pretraining and Finetuning Approach for Med-VQACode1
BioBERT: a pre-trained biomedical language representation model for biomedical text miningCode1
BioBridge: Bridging Biomedical Foundation Models via Knowledge GraphsCode1
IoT-LM: Large Multisensory Language Models for the Internet of ThingsCode1
BioELECTRA:Pretrained Biomedical text Encoder using DiscriminatorsCode1
KGE-CL: Contrastive Learning of Tensor Decomposition Based Knowledge Graph EmbeddingsCode1
KnowTuning: Knowledge-aware Fine-tuning for Large Language ModelsCode1
emrQA: A Large Corpus for Question Answering on Electronic Medical RecordsCode1
Mitigating the Position Bias of Transformer Models in Passage Re-RankingCode1
Encoding and Controlling Global Semantics for Long-form Video Question AnsweringCode1
Learning Associative Inference Using Fast Weight MemoryCode1
A Systematic Study and Comprehensive Evaluation of ChatGPT on Benchmark DatasetsCode1
-Video: A Training-Free Approach to Long Video Understanding via Continuous-Time Memory ConsolidationCode1
Infusing Disease Knowledge into BERT for Health Question Answering, Medical Inference and Disease Name RecognitionCode1
Enhancing Multi-modal and Multi-hop Question Answering via Structured Knowledge and Unified Retrieval-GenerationCode1
End-to-End Training of Multi-Document Reader and Retriever for Open-Domain Question AnsweringCode1
Engineering flexible machine learning systems by traversing functionally-invariant pathsCode1
Clues Before Answers: Generation-Enhanced Multiple-Choice QACode1
End-to-End Training of Neural Retrievers for Open-Domain Question AnsweringCode1
A Symmetric Dual Encoding Dense Retrieval Framework for Knowledge-Intensive Visual Question AnsweringCode1
MMBERT: Multimodal BERT Pretraining for Improved Medical VQACode1
Enhancing Contextual Understanding in Large Language Models through Contrastive DecodingCode1
Information Theoretic Representation DistillationCode1
Enhancing In-Context Learning with Answer Feedback for Multi-Span Question AnsweringCode1
Enhancing LLM's Cognition via StructurizationCode1
Initial Nugget Evaluation Results for the TREC 2024 RAG Track with the AutoNuggetizer FrameworkCode1
CL-ReLKT: Cross-lingual Language Knowledge Transfer for Multilingual Retrieval Question AnsweringCode1
SentenceMIM: A Latent Variable Language ModelCode1
CLTR: An End-to-End, Transformer-Based System for Cell Level Table Retrieval and Table Question AnsweringCode1
Enhancing Vision-Language Pre-Training with Jointly Learned Questioner and Dense CaptionerCode1
ERICA: Improving Entity and Relation Understanding for Pre-trained Language Models via Contrastive LearningCode1
BioPlanner: Automatic Evaluation of LLMs on Protocol Planning in BiologyCode1
BioProBench: Comprehensive Dataset and Benchmark in Biological Protocol Understanding and ReasoningCode1
Modeling Worlds in TextCode1
Model Internals-based Answer Attribution for Trustworthy Retrieval-Augmented GenerationCode1
Clover: Towards A Unified Video-Language Alignment and Fusion ModelCode1
InfoBERT: Improving Robustness of Language Models from An Information Theoretic PerspectiveCode1
InforMask: Unsupervised Informative Masking for Language Model PretrainingCode1
EntQA: Entity Linking as Question AnsweringCode1
Entailment Tree Explanations via Iterative Retrieval-Generation ReasonerCode1
Entity-Based Knowledge Conflicts in Question AnsweringCode1
Answering Ambiguous Questions through Generative Evidence Fusion and Round-Trip PredictionCode1
Injecting Numerical Reasoning Skills into Language ModelsCode1
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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