Reasoning: From Reflection to Solution
Paper
• 2511.11712 • Published
• 2
Zixi "Oz" Li PRO
OzTianlu
AI & ML interests
My research focuses on deep reasoning with small language models, Transformer architecture innovation, and knowledge distillation for efficient alignment and transfer.
Recent Activity
reacted
to
their post with 🤗 about 5 hours ago
🚨 URGENT: To the 13k+ users downloading Kai-3B-Instruct — Please update to v1.1! (Official Q8_0 GGUF inside)
https://huggingface.co/OzTianlu/Kai-3B-Instruct-Q8_0-GGUF
Wow. Waking up to see over 13,000 combined downloads for the Kai-3B-Instruct GGUFs is absolutely mind-blowing. Thank you so much to the community and to the awesome creators (@SimplySara & @mradermacher) for the auto-quantization!
However, we have a slight "suffering from success" situation here. 😅
⚠️ THE ISSUE: You are likely running the v1.0 "Logic-Poisoned" weights.
If your model is acting like a cold, emotionless robot that only replies with a rigid Analysis -> Approach -> Solution template even when you just say "Hello", you have v1.0. In our initial release, the model overfitted to its reasoning corpus, causing a complete "conversational mode collapse."
🚀 THE FIX: Official v1.1 is Live!
We have completed a 4000-step annealing phase to restore its sanity. replied to their post about 5 hours ago
🚨 URGENT: To the 13k+ users downloading Kai-3B-Instruct — Please update to v1.1! (Official Q8_0 GGUF inside)
https://huggingface.co/OzTianlu/Kai-3B-Instruct-Q8_0-GGUF
Wow. Waking up to see over 13,000 combined downloads for the Kai-3B-Instruct GGUFs is absolutely mind-blowing. Thank you so much to the community and to the awesome creators (@SimplySara & @mradermacher) for the auto-quantization!
However, we have a slight "suffering from success" situation here. 😅
⚠️ THE ISSUE: You are likely running the v1.0 "Logic-Poisoned" weights.
If your model is acting like a cold, emotionless robot that only replies with a rigid Analysis -> Approach -> Solution template even when you just say "Hello", you have v1.0. In our initial release, the model overfitted to its reasoning corpus, causing a complete "conversational mode collapse."
🚀 THE FIX: Official v1.1 is Live!
We have completed a 4000-step annealing phase to restore its sanity. replied to their post about 6 hours ago
🚨 URGENT: To the 13k+ users downloading Kai-3B-Instruct — Please update to v1.1! (Official Q8_0 GGUF inside)
https://huggingface.co/OzTianlu/Kai-3B-Instruct-Q8_0-GGUF
Wow. Waking up to see over 13,000 combined downloads for the Kai-3B-Instruct GGUFs is absolutely mind-blowing. Thank you so much to the community and to the awesome creators (@SimplySara & @mradermacher) for the auto-quantization!
However, we have a slight "suffering from success" situation here. 😅
⚠️ THE ISSUE: You are likely running the v1.0 "Logic-Poisoned" weights.
If your model is acting like a cold, emotionless robot that only replies with a rigid Analysis -> Approach -> Solution template even when you just say "Hello", you have v1.0. In our initial release, the model overfitted to its reasoning corpus, causing a complete "conversational mode collapse."
🚀 THE FIX: Official v1.1 is Live!
We have completed a 4000-step annealing phase to restore its sanity. Organizations
authored a paper about 1 month ago