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 3201–3225 of 10817 papers

TitleStatusHype
PIVOT: Iterative Visual Prompting Elicits Actionable Knowledge for VLMs—0
Chain-of-Layer: Iteratively Prompting Large Language Models for Taxonomy Induction from Limited ExamplesCode1
Synthesizing Sentiment-Controlled Feedback For Multimodal Text and Image DataCode0
T-RAG: Lessons from the LLM Trenches—0
Exploring Perceptual Limitation of Multimodal Large Language ModelsCode1
BDIQA: A New Dataset for Video Question Answering to Explore Cognitive Reasoning through Theory of Mind—0
G-Retriever: Retrieval-Augmented Generation for Textual Graph Understanding and Question AnsweringCode4
Anchor-based Large Language ModelsCode1
Retrieval Augmented Thought Process for Private Data Handling in Healthcare—0
Q-Bench+: A Benchmark for Multi-modal Foundation Models on Low-level Vision from Single Images to PairsCode3
GraphTranslator: Aligning Graph Model to Large Language Model for Open-ended TasksCode2
CPSDBench: A Large Language Model Evaluation Benchmark and Baseline for Chinese Public Security Domain—0
Gemini Goes to Med School: Exploring the Capabilities of Multimodal Large Language Models on Medical Challenge Problems & HallucinationsCode1
Verif.ai: Towards an Open-Source Scientific Generative Question-Answering System with Referenced and Verifiable AnswersCode2
EntGPT: Linking Generative Large Language Models with Knowledge BasesCode0
The Generative AI Paradox on Evaluation: What It Can Solve, It May Not Evaluate—0
FaBERT: Pre-training BERT on Persian Blogs—0
CIC: A Framework for Culturally-Aware Image Captioning—0
SubGen: Token Generation in Sublinear Time and Memory—0
Efficient Models for the Detection of Hate, Abuse and Profanity—0
Examining Gender and Racial Bias in Large Vision-Language Models Using a Novel Dataset of Parallel ImagesCode0
FAQ-Gen: An automated system to generate domain-specific FAQs to aid content comprehension—0
In-Context Principle Learning from MistakesCode0
CREMA: Generalizable and Efficient Video-Language Reasoning via Multimodal Modular FusionCode2
VerAs: Verify then Assess STEM Lab ReportsCode0
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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