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Research#Captioning🔬 ResearchAnalyzed: Jan 10, 2026 10:45

DISCODE: Improving Image Captioning Evaluation Through Score Decoding

Published:Dec 16, 2025 14:06
1 min read
ArXiv

Analysis

This research explores a novel method for automatically evaluating image captions. DISCODE aims to enhance the robustness of captioning evaluation by incorporating distribution-awareness in its scoring mechanism.
Reference

DISCODE is a 'Distribution-Aware Score Decoder' for robust automatic evaluation of image captioning.

Research#AI Algorithms📝 BlogAnalyzed: Dec 29, 2025 07:53

Theory of Computation with Jelani Nelson - #473

Published:Apr 8, 2021 18:06
1 min read
Practical AI

Analysis

This podcast episode from Practical AI features an interview with Jelani Nelson, a professor at UC Berkeley specializing in computational theory. The discussion covers Nelson's research on streaming and sketching algorithms, random projections, and dimensionality reduction. The episode explores the balance between algorithm innovation and performance, potential applications of his work, and its connection to machine learning. It also touches upon essential tools for ML practitioners and Nelson's non-profit, AddisCoder, a summer program for high school students. The episode provides a good overview of theoretical computer science and its practical applications.
Reference

We discuss how Jelani thinks about the balance between the innovation of new algorithms and the performance of existing ones, and some use cases where we’d see his work in action.