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Ciphera — A Decentralised Biometric Identity Framework

research note

Ciphera — A Decentralised Biometric Identity Framework

·8 min read·Ankit Kanaiyalal Prajapati, Shahzad Memon, Mohammed Mahir Rahman et al.

This paper addresses critical limitations of centralized biometric identity systems, such as single points of failure, opaque verification, and irreversible biometric compromise

researchdecentralized-identitybiometric-authenticationprivacy-preservingblockchain-revocation

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CommunityFact — A Dynamic, Multilingual, Multi-domain Benchmark for Misinformation Detection in the Wild

research note

CommunityFact — A Dynamic, Multilingual, Multi-domain Benchmark for Misinformation Detection in the Wild

·8 min read·Sahajpreet Singh, Insyirah Mujtahid, Min-Yen Kan et al.

CommunityFact introduces a dynamic, multilingual, and multi-domain benchmark for misinformation detection that better reflects real-world, ongoing misinformation verification challenges on social m…

researchmisinformation-detectionmultilingual-nlpdynamic-benchmarkweb-retrieval

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Demystifying Data Organization for Enhanced LLM Training

research note

Demystifying Data Organization for Enhanced LLM Training

·9 min read·Yalun Dai, Yangyu Huang, Tongshen Yang et al.

This paper addresses the underexplored but important problem of how the temporal organization of training data influences Large Language Model (LLM) training dynamics and final performance

researchdata-organizationlarge-language-modelcurriculum-learningtraining-efficiency

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