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 1901–1950 of 10817 papers

TitleStatusHype
Check It Again: Progressive Visual Question Answering via Visual EntailmentCode1
Check It Again:Progressive Visual Question Answering via Visual EntailmentCode1
Controllable Context Sensitivity and the Knob Behind ItCode1
Skipping Computations in Multimodal LLMsCode1
Did Aristotle Use a Laptop? A Question Answering Benchmark with Implicit Reasoning StrategiesCode1
SlotFormer: Unsupervised Visual Dynamics Simulation with Object-Centric ModelsCode1
ChestX-Reasoner: Advancing Radiology Foundation Models with Reasoning through Step-by-Step VerificationCode1
SMedBERT: A Knowledge-Enhanced Pre-trained Language Model with Structured Semantics for Medical Text MiningCode1
Sources of Hallucination by Large Language Models on Inference TasksCode1
MarIA: Spanish Language ModelsCode1
ChiMed-GPT: A Chinese Medical Large Language Model with Full Training Regime and Better Alignment to Human PreferencesCode1
SPARTA: Efficient Open-Domain Question Answering via Sparse Transformer Matching RetrievalCode1
DEXTER: A Benchmark for open-domain Complex Question Answering using LLMsCode1
SPARTQA: A Textual Question Answering Benchmark for Spatial ReasoningCode1
DeVLBert: Learning Deconfounded Visio-Linguistic RepresentationsCode1
Dialog Inpainting: Turning Documents into DialogsCode1
Contrastive Video Question Answering via Video Graph TransformerCode1
Detecting Hate Speech in Multi-modal MemesCode1
A Dataset for Statutory Reasoning in Tax Law Entailment and Question AnsweringCode1
Development and bilingual evaluation of Japanese medical large language model within reasonably low computational resourcesCode1
ChiQA: A Large Scale Image-based Real-World Question Answering Dataset for Multi-Modal UnderstandingCode1
DialogLM: Pre-trained Model for Long Dialogue Understanding and SummarizationCode1
Why So Gullible? Enhancing the Robustness of Retrieval-Augmented Models against Counterfactual NoiseCode1
Designing a Minimal Retrieve-and-Read System for Open-Domain Question AnsweringCode1
Describe Anything Model for Visual Question Answering on Text-rich ImagesCode1
Densely Connected Attention Propagation for Reading ComprehensionCode1
Dense Hierarchical Retrieval for Open-Domain Question AnsweringCode1
STING-BEE: Towards Vision-Language Model for Real-World X-ray Baggage Security InspectionCode1
Dense Passage Retrieval for Open-Domain Question AnsweringCode1
StreamingQA: A Benchmark for Adaptation to New Knowledge over Time in Question Answering ModelsCode1
ChroniclingAmericaQA: A Large-scale Question Answering Dataset based on Historical American Newspaper PagesCode1
Detecting and Preventing Hallucinations in Large Vision Language ModelsCode1
Structure Pretraining and Prompt Tuning for Knowledge Graph TransferCode1
Subgraph Retrieval Enhanced Model for Multi-hop Knowledge Base Question AnsweringCode1
A Step Closer to Comprehensive Answers: Constrained Multi-Stage Question Decomposition with Large Language ModelsCode1
SurgicalGPT: End-to-End Language-Vision GPT for Visual Question Answering in SurgeryCode1
Surgical-VQLA++: Adversarial Contrastive Learning for Calibrated Robust Visual Question-Localized Answering in Robotic SurgeryCode1
Surgical-VQLA: Transformer with Gated Vision-Language Embedding for Visual Question Localized-Answering in Robotic SurgeryCode1
Dense and Aligned Captions (DAC) Promote Compositional Reasoning in VL ModelsCode1
CityEQA: A Hierarchical LLM Agent on Embodied Question Answering Benchmark in City SpaceCode1
Delaying Interaction Layers in Transformer-based Encoders for Efficient Open Domain Question AnsweringCode1
CKBP v2: Better Annotation and Reasoning for Commonsense Knowledge Base PopulationCode1
SwinBERT: End-to-End Transformers with Sparse Attention for Video CaptioningCode1
mmRAG: A Modular Benchmark for Retrieval-Augmented Generation over Text, Tables, and Knowledge GraphsCode1
Syntax-augmented Multilingual BERT for Cross-lingual TransferCode1
CLAPNQ: Cohesive Long-form Answers from Passages in Natural Questions for RAG systemsCode1
DELIFT: Data Efficient Language model Instruction Fine TuningCode1
ClarQ: A large-scale and diverse dataset for Clarification Question GenerationCode1
Dense-Caption Matching and Frame-Selection Gating for Temporal Localization in VideoQACode1
DeepSense: A Unified Deep Learning Framework for Time-Series Mobile Sensing Data ProcessingCode1
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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