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 7876–7900 of 10817 papers

TitleStatusHype
Investigating Mysteries of CoT-Augmented Distillation—0
Investigating Information Inconsistency in Multilingual Open-Domain Question Answering—0
Question-Driven Graph Fusion Network For Visual Question Answering—0
CT-Agent: A Multimodal-LLM Agent for 3D CT Radiology Question Answering—0
Automated Construction of Theme-specific Knowledge Graphs—0
Investigating Energy Efficiency and Performance Trade-offs in LLM Inference Across Tasks and DVFS Settings—0
Investigating Data Contamination in Modern Benchmarks for Large Language Models—0
CT2C-QA: Multimodal Question Answering over Chinese Text, Table and Chart—0
Question Generation for Question Answering—0
Investigating Biases in Textual Entailment Datasets—0
Question-Guided Hybrid Convolution for Visual Question Answering—0
Investigating Answerability of LLMs for Long-Form Question Answering—0
CS-VQA: Visual Question Answering with Compressively Sensed Images—0
Automated assessment of knowledge hierarchy evolution: comparing directed acyclic graphs—0
An Augmented Benchmark Dataset for Geometric Question Answering through Dual Parallel Text Encoding—0
Adopting the Word-Pair-Dependency-Triplets with Individual Comparison for Natural Language Inference—0
Question Modifiers in Visual Question Answering—0
Investigating and Addressing Hallucinations of LLMs in Tasks Involving Negation—0
Question Relevance in Visual Question Answering—0
Inverse Visual Question Answering with Multi-Level Attentions—0
Inverse Visual Question Answering: A New Benchmark and VQA Diagnosis Tool—0
Invar-RAG: Invariant LLM-aligned Retrieval for Better Generation—0
Automated Answer Validation using Text Similarity—0
CSS: Combining Self-training and Self-supervised Learning for Few-shot Dialogue State Tracking—0
Introduction to Neural Network based Approaches for Question Answering over Knowledge Graphs—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