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 4876–4900 of 10817 papers

TitleStatusHype
DSPy Assertions: Computational Constraints for Self-Refining Language Model Pipelines—0
Perception Test 2023: A Summary of the First Challenge And Outcome—0
Object-aware Adaptive-Positivity Learning for Audio-Visual Question AnsweringCode0
Cross-Modal Reasoning with Event Correlation for Video Question Answering—0
Interactive Visual Task Learning for Robots—0
Multi-Clue Reasoning with Memory Augmentation for Knowledge-based Visual Question Answering—0
Object Attribute Matters in Visual Question AnsweringCode0
Contextual Code Switching for Machine Translation using Language Models—0
Relation-Aware Question Answering for Heterogeneous Knowledge GraphsCode0
PEPT: Expert Finding Meets Personalized Pre-training—0
VQA4CIR: Boosting Composed Image Retrieval with Visual Question AnsweringCode0
MELO: Enhancing Model Editing with Neuron-Indexed Dynamic LoRACode0
CLOVA: A Closed-Loop Visual Assistant with Tool Usage and Update—0
OsmLocator: locating overlapping scatter marks with a non-training generative perspectiveCode0
UniGen: A Unified Generative Framework for Retrieval and Question Answering with Large Language Models—0
Do LLMs Work on Charts? Designing Few-Shot Prompts for Chart Question Answering and Summarization—0
p-Laplacian Adaptation for Generative Pre-trained Vision-Language ModelsCode0
An Evaluation of GPT-4V and Gemini in Online VQA—0
LLM-SQL-Solver: Can LLMs Determine SQL Equivalence?Code0
Do Text Simplification Systems Preserve Meaning? A Human Evaluation via Reading ComprehensionCode0
Advancing Surgical VQA with Scene Graph Knowledge—0
ReST meets ReAct: Self-Improvement for Multi-Step Reasoning LLM Agent—0
Pipeline and Dataset Generation for Automated Fact-checking in Almost Any LanguageCode0
GSQA: An End-to-End Model for Generative Spoken Question Answering—0
Dynamic Retrieval-Augmented Generation—0
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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