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 3301–3325 of 10817 papers

TitleStatusHype
Context Matters: Pushing the Boundaries of Open-Ended Answer Generation with Graph-Structured Knowledge Context—0
SpatialVLM: Endowing Vision-Language Models with Spatial Reasoning Capabilities—0
Speak It Out: Solving Symbol-Related Problems with Symbol-to-Language Conversion for Language ModelsCode0
MedLM: Exploring Language Models for Medical Question Answering SystemsCode1
Prompt-RAG: Pioneering Vector Embedding-Free Retrieval-Augmented Generation in Niche Domains, Exemplified by Korean Medicine—0
The Radiation Oncology NLP DatabaseCode1
Reinforcement learning for question answering in programming domain using public community scoring as a human feedback—0
Q&A Prompts: Discovering Rich Visual Clues through Mining Question-Answer Prompts for VQA requiring Diverse World KnowledgeCode1
Knowledge Fusion of Large Language ModelsCode4
FinLLMs: A Framework for Financial Reasoning Dataset Generation with Large Language Models—0
Dynamic Q&A of Clinical Documents with Large Language Models—0
DeepEdit: Knowledge Editing as Decoding with ConstraintsCode1
Weakly Supervised Gaussian Contrastive Grounding with Large Multimodal Models for Video Question AnsweringCode1
Veagle: Advancements in Multimodal Representation LearningCode1
ChatQA: Surpassing GPT-4 on Conversational QA and RAG—0
Question-Answer Cross Language Image Matching for Weakly Supervised Semantic SegmentationCode1
Power in Numbers: Robust reading comprehension by finetuning with four adversarial sentences per example—0
Better Explain Transformers by Illuminating Important InformationCode0
Instant Answering in E-Commerce Buyer-Seller Messaging using Message-to-Question Reformulation—0
BERTologyNavigator: Advanced Question Answering with BERT-based Semantics—0
QAnswer: Towards Question Answering Search over Websites—0
Knowledge Pyramid: A Novel Hierarchical Reasoning Structure for Generalized Knowledge Augmentation and Inference—0
Fine-tuning Strategies for Domain Specific Question Answering under Low Annotation Budget Constraints—0
MMToM-QA: Multimodal Theory of Mind Question AnsweringCode2
Tuning Language Models by ProxyCode2
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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