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 4051–4075 of 10817 papers

TitleStatusHype
From Parse-Execute to Parse-Execute-Refine: Improving Semantic Parser for Complex Question Answering over Knowledge Base—0
Coal Mining Question Answering with LLMs—0
From Pixels to Objects: Cubic Visual Attention for Visual Question Answering—0
From Pixels to Prose: Advancing Multi-Modal Language Models for Remote Sensing—0
Hard to Cheat: A Turing Test based on Answering Questions about Images—0
Do Explanations make VQA Models more Predictable to a Human?—0
From Questions to Insightful Answers: Building an Informed Chatbot for University Resources—0
From RAGs to rich parameters: Probing how language models utilize external knowledge over parametric information for factual queries—0
Does Your 3D Encoder Really Work? When Pretrain-SFT from 2D VLMs Meets 3D VLMs—0
Better Query Graph Selection for Knowledge Base Question Answering—0
Affordances in Grounded Language Learning—0
From Retrieval to Generation: Comparing Different Approaches—0
A Comprehensive Survey on Evaluating Large Language Model Applications in the Medical Industry—0
From Shakespeare to Twitter: What are Language Styles all about?—0
From Shallow to Deep: Compositional Reasoning over Graphs for Visual Question Answering—0
From Strings to Things: Knowledge-Enabled VQA Model That Can Read and Reason—0
Harnessing AI for efficient analysis of complex policy documents: a case study of Executive Order 14110—0
From text to multimodal: a survey of adversarial example generation in question answering systems—0
From Text to Visuals: Using LLMs to Generate Math Diagrams with Vector Graphics—0
From Textual Entailment to Knowledgeable Machines—0
HARPY: Hypernyms and Alignment of Relational Paraphrases—0
Does the Whole Exceed its Parts? The Effect of AI Explanations on Complementary Team Performance—0
Does the "most sinfully decadent cake ever" taste good? Answering Yes/No Questions from Figurative Contexts—0
From Visual to Acoustic Question Answering—0
Better Early than Late: Fusing Topics with Word Embeddings for Neural Question Paraphrase Identification—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