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 1401–1450 of 10817 papers

TitleStatusHype
Benchmarking Large Language Models on CMExam -- A Comprehensive Chinese Medical Exam DatasetCode1
Improving Passage Retrieval with Zero-Shot Question GenerationCode1
DisentQA: Disentangling Parametric and Contextual Knowledge with Counterfactual Question AnsweringCode1
Improving Retrieval-Augmented Large Language Models via Data Importance LearningCode1
In-Context Learning with Iterative Demonstration SelectionCode1
Incorporating Relevance Feedback for Information-Seeking Retrieval using Few-Shot Document Re-RankingCode1
Bioformer: an efficient transformer language model for biomedical text miningCode1
AtomR: Atomic Operator-Empowered Large Language Models for Heterogeneous Knowledge ReasoningCode1
Inductive Relation Prediction by Subgraph ReasoningCode1
Disfl-QA: A Benchmark Dataset for Understanding Disfluencies in Question AnsweringCode1
Ditch the Gold Standard: Re-evaluating Conversational Question AnsweringCode1
DOM-LM: Learning Generalizable Representations for HTML DocumentsCode1
Benchmarking Retrieval-Augmented Multimomal Generation for Document Question AnsweringCode1
An Information Bottleneck Perspective for Effective Noise Filtering on Retrieval-Augmented GenerationCode1
Direct Evaluation of Chain-of-Thought in Multi-hop Reasoning with Knowledge GraphsCode1
Infusing Disease Knowledge into BERT for Health Question Answering, Medical Inference and Disease Name RecognitionCode1
Injecting Numerical Reasoning Skills into Language ModelsCode1
INSCIT: Information-Seeking Conversations with Mixed-Initiative InteractionsCode1
InsQABench: Benchmarking Chinese Insurance Domain Question Answering with Large Language ModelsCode1
Bilateral Cross-Modality Graph Matching Attention for Feature Fusion in Visual Question AnsweringCode1
IntentionQA: A Benchmark for Evaluating Purchase Intention Comprehension Abilities of Language Models in E-commerceCode1
Interacted Object Grounding in Spatio-Temporal Human-Object InteractionsCode1
A Deep Generative Framework for Paraphrase GenerationCode1
Differentiable Reasoning on Large Knowledge Bases and Natural LanguageCode1
Interpretable Long-Form Legal Question Answering with Retrieval-Augmented Large Language ModelsCode1
Interpreting Chest X-rays Like a Radiologist: A Benchmark with Clinical ReasoningCode1
Invariant Grounding for Video Question AnsweringCode1
Investigating Entity Knowledge in BERT with Simple Neural End-To-End Entity LinkingCode1
Are Bias Mitigation Techniques for Deep Learning Effective?Code1
BERT-kNN: Adding a kNN Search Component to Pretrained Language Models for Better QACode1
Why So Gullible? Enhancing the Robustness of Retrieval-Augmented Models against Counterfactual NoiseCode1
DialogLM: Pre-trained Model for Long Dialogue Understanding and SummarizationCode1
DialSim: A Real-Time Simulator for Evaluating Long-Term Multi-Party Dialogue Understanding of Conversational AgentsCode1
Bridging Anaphora Resolution as Question AnsweringCode1
AFET: Automatic Fine-Grained Entity Typing by Hierarchical Partial-Label EmbeddingCode1
DEXTER: A Benchmark for open-domain Complex Question Answering using LLMsCode1
JaQuAD: Japanese Question Answering Dataset for Machine Reading ComprehensionCode1
BERTVision -- A Parameter-Efficient Approach for Question AnsweringCode1
DeVLBert: Learning Deconfounded Visio-Linguistic RepresentationsCode1
Bridging the Gap between 2D and 3D Visual Question Answering: A Fusion Approach for 3D VQACode1
BESA: Pruning Large Language Models with Blockwise Parameter-Efficient Sparsity AllocationCode1
KALA: Knowledge-Augmented Language Model AdaptationCode1
KBQA-o1: Agentic Knowledge Base Question Answering with Monte Carlo Tree SearchCode1
Dialog Inpainting: Turning Documents into DialogsCode1
KETM:A Knowledge-Enhanced Text Matching methodCode1
Did Aristotle Use a Laptop? A Question Answering Benchmark with Implicit Reasoning StrategiesCode1
Detecting and Preventing Hallucinations in Large Vision Language ModelsCode1
KG-Retriever: Efficient Knowledge Indexing for Retrieval-Augmented Large Language ModelsCode1
Big Bird: Transformers for Longer SequencesCode1
Designing a Minimal Retrieve-and-Read System for Open-Domain Question AnsweringCode1
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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