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 3401–3425 of 10817 papers

TitleStatusHype
AQUALLM: Audio Question Answering Data Generation Using Large Language ModelsCode0
MIVC: Multiple Instance Visual Component for Visual-Language Models—0
TinyGPT-V: Efficient Multimodal Large Language Model via Small BackbonesCode3
GUITAR: Gradient Pruning toward Fast Neural Ranking—0
OmniDialog: An Omnipotent Pre-training Model for Task-Oriented Dialogue System—0
Adapting Large Language Models for Education: Foundational Capabilities, Potentials, and Challenges—0
Gemini Pro Defeated by GPT-4V: Evidence from Education—0
Conversational Question Answering with Reformulations over Knowledge Graph—0
S2M: Converting Single-Turn to Multi-Turn Datasets for Conversational Question Answering—0
Supervised Knowledge Makes Large Language Models Better In-context LearnersCode0
SecQA: A Concise Question-Answering Dataset for Evaluating Large Language Models in Computer SecurityCode0
KnowledgeNavigator: Leveraging Large Language Models for Enhanced Reasoning over Knowledge Graph—0
From text to multimodal: a survey of adversarial example generation in question answering systems—0
Detection-based Intermediate Supervision for Visual Question Answering—0
PersianLLaMA: Towards Building First Persian Large Language Model—0
On the Promises and Challenges of Multimodal Foundation Models for Geographical, Environmental, Agricultural, and Urban Planning Applications—0
Reverse Multi-Choice Dialogue Commonsense Inference with Graph-of-ThoughtCode1
PokeMQA: Programmable knowledge editing for Multi-hop Question AnsweringCode1
Paralinguistics-Enhanced Large Language Modeling of Spoken Dialogue—0
Towards a Unified Multimodal Reasoning FrameworkCode0
Numerical Reasoning for Financial ReportsCode0
Computational Semantics and Evaluation Benchmark for Interrogative Sentences via Combinatory Categorial Grammar—0
LiDAR-LLM: Exploring the Potential of Large Language Models for 3D LiDAR Understanding—0
Text2Analysis: A Benchmark of Table Question Answering with Advanced Data Analysis and Unclear Queries—0
DriveLM: Driving with Graph Visual Question AnsweringCode3
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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