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 4851–4875 of 10817 papers

TitleStatusHype
OmniDialog: An Omnipotent Pre-training Model for Task-Oriented Dialogue System—0
AQUALLM: Audio Question Answering Data Generation Using Large Language ModelsCode0
MIVC: Multiple Instance Visual Component for Visual-Language Models—0
GUITAR: Gradient Pruning toward Fast Neural Ranking—0
Adapting Large Language Models for Education: Foundational Capabilities, Potentials, and Challenges—0
S2M: Converting Single-Turn to Multi-Turn Datasets for Conversational Question Answering—0
Conversational Question Answering with Reformulations over Knowledge Graph—0
Gemini Pro Defeated by GPT-4V: Evidence from Education—0
From text to multimodal: a survey of adversarial example generation in question answering systems—0
KnowledgeNavigator: Leveraging Large Language Models for Enhanced Reasoning over Knowledge Graph—0
SecQA: A Concise Question-Answering Dataset for Evaluating Large Language Models in Computer SecurityCode0
Supervised Knowledge Makes Large Language Models Better In-context LearnersCode0
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
Paralinguistics-Enhanced Large Language Modeling of Spoken Dialogue—0
Numerical Reasoning for Financial ReportsCode0
Towards a Unified Multimodal Reasoning FrameworkCode0
Computational Semantics and Evaluation Benchmark for Interrogative Sentences via Combinatory Categorial Grammar—0
Shai: A large language model for asset management—0
Typhoon: Thai Large Language Models—0
Diversifying Knowledge Enhancement of Biomedical Language Models using Adapter Modules and Knowledge Graphs—0
Text2Analysis: A Benchmark of Table Question Answering with Advanced Data Analysis and Unclear Queries—0
Reducing Hallucinations: Enhancing VQA for Flood Disaster Damage Assessment with Visual Contexts—0
LiDAR-LLM: Exploring the Potential of Large Language Models for 3D LiDAR Understanding—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