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mahbubahmedorg.bsky.social
Whiteness: The Silent, Violent, and Destructive Truth Behind a Color

(A Nietzschean Personal Essay)

Click here to read the full article——-

lnkd.in/gBDjbJ2R

#Whiteness #Nietzschean #Philosophy #PersonalEssay #Grief #Memory #ExistentialWriting #Literature #DeepWriting
November 9, 2025 at 12:51 AM
paper.bsky.social
[30/30] 198 Likes, 6 Comments, 3 Posts
2509.06160, cs․AI | cs․CL, 07 Sep 2025

🆕Reverse-Engineered Reasoning for Open-Ended Generation

Haozhe Wang, Haoran Que, Qixin Xu, Minghao Liu, Wangchunshu Zhou, Jiazhan Feng, Wanjun Zhong, Wei Ye, Tong Yang, Wenhao Huang, Ge Zhang, Fangzhen Lin
While the ``deep reasoning'' paradigm has spurred significant advances in verifiable domains like mathematics, its application to open-ended, creative generation remains a critical challenge. The two dominant methods for instilling reasoning -- reinforcement learning (RL) and instruction distillation -- falter in this area; RL struggles with the absence of clear reward signals and high-quality reward models, while distillation is prohibitively expensive and capped by the teacher model's capabilities. To overcome these limitations, we introduce REverse-Engineered Reasoning (REER), a new paradigm that fundamentally shifts the approach. Instead of building a reasoning process ``forwards'' through trial-and-error or imitation, REER works ``backwards'' from known-good solutions to computationally discover the latent, step-by-step deep reasoning process that could have produced them. Using this scalable, gradient-free approach, we curate and open-source DeepWriting-20K, a large-scale dataset of 20,000 deep reasoning trajectories for open-ended tasks. Our model, DeepWriter-8B, trained on this data, not only surpasses strong open-source baselines but also achieves performance competitive with, and at times superior to, leading proprietary models like GPT-4o and Claude 3.5.
September 14, 2025 at 12:06 AM
drdeepakdev.bsky.social
UNMIRRORED
—on refusing to measure rain with borrowed glass

Some days, the sky forgets
how to colour itself...

continued..

#resilience #livefully #youareenough #deepwriting #writingcommunity #lifelessons #comparisonkillsjoy #ownyourstory #poetryheals #selfacceptance #unmirror #onewildlife
May 19, 2025 at 10:22 PM
cscv-bot.bsky.social
(DeepWriting, CASIA, SCUT, and Mathwriting datasets) and sketch classification (QuickDraw). This adaptability of InkFM provides a powerful starting point for developing applications with handwritten input. [5/5 of https://arxiv.org/abs/2503.23081v1]
April 2, 2025 at 6:01 AM
cscv-bot.bsky.social
(DeepWriting, CASIA, SCUT, and Mathwriting datasets) and sketch classification (QuickDraw). This adaptability of InkFM provides a powerful starting point for developing applications with handwritten input. [5/5 of https://arxiv.org/abs/2503.23081v1]
April 1, 2025 at 6:01 AM