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 4701–4725 of 10817 papers

TitleStatusHype
Enhancing Large Language Models with Pseudo- and Multisource- Knowledge Graphs for Open-ended Question Answering—0
LAPDoc: Layout-Aware Prompting for Documents—0
Prompt-based Personalized Federated Learning for Medical Visual Question Answering—0
A Dataset of Open-Domain Question Answering with Multiple-Span Answers—0
Reasoning over Uncertain Text by Generative Large Language ModelsCode0
Pretraining Vision-Language Model for Difference Visual Question Answering in Longitudinal Chest X-raysCode0
Multi-Query Focused Disaster Summarization via Instruction-Based Prompting—0
Plausible Extractive Rationalization through Semi-Supervised Entailment SignalCode0
Learning How To Ask: Cycle-Consistency Refines Prompts in Multimodal Foundation Models—0
Towards Faithful and Robust LLM Specialists for Evidence-Based Question-AnsweringCode0
Visual Question Answering Instruction: Unlocking Multimodal Large Language Model To Domain-Specific Visual Multitasks—0
Visually Dehallucinative Instruction GenerationCode0
T-RAG: Lessons from the LLM Trenches—0
Retrieval Augmented Thought Process for Private Data Handling in Healthcare—0
PIVOT: Iterative Visual Prompting Elicits Actionable Knowledge for VLMs—0
Synthesizing Sentiment-Controlled Feedback For Multimodal Text and Image DataCode0
BDIQA: A New Dataset for Video Question Answering to Explore Cognitive Reasoning through Theory of Mind—0
Lumos : Empowering Multimodal LLMs with Scene Text Recognition—0
CPSDBench: A Large Language Model Evaluation Benchmark and Baseline for Chinese Public Security Domain—0
FaBERT: Pre-training BERT on Persian Blogs—0
EntGPT: Linking Generative Large Language Models with Knowledge BasesCode0
The Generative AI Paradox on Evaluation: What It Can Solve, It May Not Evaluate—0
CIC: A Framework for Culturally-Aware Image Captioning—0
FAQ-Gen: An automated system to generate domain-specific FAQs to aid content comprehension—0
Examining Gender and Racial Bias in Large Vision-Language Models Using a Novel Dataset of Parallel ImagesCode0
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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