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Today is @Blue2black birthday. Not just a writer— but a force. If you’ve ever felt unseen, if you’ve ever had to grow in silence— this is for you too.🖤 P.s BG visual AI generated, words 100% mine. #Blue2Black #poetsoftwitter #PoetryCommunity #DeepWriting #UndergroundPoet

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🚀 Welcome to NICE Talk 130! (Chinese Talk) 🎯 Reverse-Engineered Reasoning for Open-Ended Generation 📝 How to build high-quality reasoning chains without verifiable rewards? 📌 Register: luma.com/atv9qtu8 📌 YouTube livestream and video summaries: youtube.com/live/xWX_7JR41hM 🧠 Join us as we dive into "Reverse-Engineered Reasoning for Open-Ended Generation" ⏰ hashtag#Talk Time ⏰ Pacific Time: 2026.01.25 (Sun) 6:00 AM ⏰ USA Eastern Standard Time: 2026.01.25 (Sun) 9:00 AM ⏰ Beijing: 2026.01.25 (Sun) 10:00 PM 🎙️ Invited Speaker: Haoran Que, PhD student at Peking University 🤔 Why is deep reasoning hard for open-ended tasks? ⚠️ Current Approach -- Forward trial-and-error or teacher distillation ⚠️ Key Challenge -- Lack of verifiable rewards for creative writing & open QA 🌟 Key Insights: 🔄 Reverse thinking: Start from high-quality answers, ask "what reasoning led here?" 📊 Gradient-free synthesis: Use perplexity (PPL) as proxy to search optimal reasoning paths 🎯 Scalable data: No expensive teacher models, no verifiable rewards needed 💡 Introducing REER (REverse-Engineered Reasoning): 1️⃣ Find reasoning trajectory z that minimizes PPL(y | x, z) 2️⃣ Build DeepWriting-20K: 20,000 deep reasoning chains across 25 task types 3️⃣ Train DeepWriter-8B: Matches GPT-4o & Claude 3.5 on open generation benchmarks 👏 This talk reveals a "third path" for open-ended generation: reconstruct latent reasoning processes through reverse search to bridge the gap in reasoning data and training signals. Visit NICE website: nice-intl.github.io/ and if you are interested in giving a talk, or join our podcast, please submit your application here: docs.google.com/forms/d/e/1F…

Identity isn’t what survives the fire, identity IS the fire. Vinx 🖋 #Identity #Becoming #Poetry #DeepWriting

Be real. Even oceans dry when the sun won’t stop. Even love fades when it’s only one side holding on. Patience runs out too. Stay learning ⏳✌️ #LateNightThoughts #lonelyquotes #DeepThoughts #Deepwriting

To be healed is to walk with scars that no longer control you, to carry your pain like history, not identity. Because real healing isn’t about erasing the wound. It’s about realizing you survived it. Stay learning ⏳✌️ #Deepwriting #poetrycommunity #writerscommunity

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There’s no peace in that kind of quiet, only recognition, and the slow realization that maybe the voice you’ve been waiting to hear has been calling from inside the noise all along. Stay learning.⏳✌️ #writerscommunity #Darkpoetry #Deepwriting #poetrycommunity

Writing fast is a metric. It fills the page with words. Writing true is an excavation. It requires pausing, and being honest about what the scene demands, not what the clock dictates. Fast gets the draft done. True gets the reader hooked. #Deepwriting #WritingCommunity

The paper shows how to teach models deep reasoning for open ended writing by working backward from high quality outputs. Outscores GPT-4o and Claude 3.5 on LongBench-Write. Creative tasks have no single right answer, so reinforcement learning lacks a clean reward, and instruction distillation is pricey and limited by the teacher. REverse-Engineered Reasoning (REER), works backward to recover a plausible step by step plan that could have produced the known good answer. It scores each candidate plan by the model's surprise on the reference answer, lower surprise means a better plan. A local search refines 1 segment at a time, tries rewrites, scores them on the reference, and keeps the lowest. This yields DeepWriting-20K with 20,000 traces across 25 categories, then a Qwen3-8B base is fine tuned to plan before writing. The resulting DeepWriter-8B beats strong open source baselines, stays coherent on very long pieces, and lands near top proprietary systems on creative tasks. Net result is a 3rd path that avoids reinforcement learning and distillation, yet teaches smaller models to plan deeply and write with control. ---- Paper – arxiv. org/abs/2509.06160 Paper Title: "Reverse-Engineered Reasoning for Open-Ended Generation"

REER shifts from "forward" (RL/distillation) to "backward" reasoning, discovering hidden steps from good solutions. Meet DeepWriter-8B & explore DeepWriting-20K, a dataset of 20K deep reasoning trajectories. Paper: huggingface.co/papers/2509.0… Dataset: huggingface.co/collections/m…

3/n This new paradigm, REER, allowed us to create and open-source DeepWriting-20K, a large-scale dataset of 20,000 deep reasoning trajectories for open-ended generation tasks. We collect a comprehensive collection of 16,000 diverse queries, spanning across 25 categories. We hope this dataset to mitigate data scarcity in deep reasoning for open-ended tasks, and fuel future research into planning and structured thought in creative generation.

🚀 We introduce a THIRD PATH for teaching deep reasoning, REverse-Engineered Reasoning (REER), which instills deep reasoning ✨from scratch, ✨using only instruction tuning datasets, ✨without RL or pricey distillation! And we target the challenging, long-tailed, non-verifiable but everyday life domains, such as writing stories, advertisement, and even answering physics to a three-year-old. 🧠 Secrete of REverse-Engineered Reasoning (REER): We went “backwards” ➡️ from known-good outputs to reverse-engineer the human-like latent reasoning that must have created them. 🕵️‍♂️✨ 👉 Booty: DeepWriting-20K. 16,000 diverse open-ended queries spanning across 25 categories, with 20,000 high-quality deep reasoning solutions. We open-source all data and hope to fuel future research into planning and structured thought in creative generation. 🌟 👉 Side-effects: richer plans, human-like logic, fact-grounded prose that actually makes sense 🌟 📝 Paper: huggingface.co/papers/2509.0…🌐 Project Page: m-a-p.ai/REER_DeepWriter

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If you ever want to meet your soul… Try writing something that terrifies you. #DeepWriting #AuthorJourney #WritersMind

💡 Quick Tip: Instead of “think,” try “contemplate,” “ponder,” or “muse” for depth. #WordWisdom #DeepWriting

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