6). A Survey on Efficient Reasoning Investigates techniques to address the "overthinking phenomenon" in reasoning, categorizing existing methods into model-based optimizations, output-based reasoning reductions, and prompt-based efficiency enhancements.
LLMS
-
Agentic Memory Systems for LLM Agents Long-Term Tasks
By
–
7). Agentic Memory for LLM Agents Proposes a new agentic memory system for LLM agents, addressing the need for long-term memory in complex real-world tasks.
-
Optimal Scaling of Skills in LLMs: Knowledge vs Code
By
–
4). Compute Optimal Scaling of Skills Investigate how different skills (knowledge-based QA vs. code generation) exhibit contrasting optimal scaling behaviors in LLMs.
-
Survey of Reasoning Techniques in Language Models
By
–
5). Thinking Machines This survey provides an overview and comparison of existing reasoning techniques and presents a systematic survey of reasoning-imbued language models.
-
DAPO: Open-Source RL System Enhances LLM Chain-of-Thought
By
–
3). DAPO A fully open-source, large-scale RL system that boosts the chain-of-thought reasoning capabilities of LLMs.
-
Understanding Transformer Encoders in Deep Learning
By
–
The encoder of a transformer, as explained by @rfeers.
-
OpenAI and Grok testing native image editing capabilities
By
–
Looks like OpenAI may allow to edit uploaded images on ChatGPT soon, as some reports suggest that this feature tooltip started appearing on Android beta. A similar feature has been recently added to Grok as well. Besides this, it might be sign of upcoming native image
-
How LLMs Handle Language: Errors, Power, and Practical Applications
By
–
Let's talk about how LLMs handle language, and specifically: Why they sometimes get things wrong, and why they’re still incredibly powerful tools for building next-generation applications (when used right and with the right additions). https://
open.substack.com/pub/louisbouch
ard/p/how-chatgpt-actually-works-no-math?r=25qlky&utm_campaign=post&utm_medium=web&showWelcomeOnShare=true
… -
The iPhone Moment for Voice AI Technology
By
–
This is the iPhone moment for voice tech. Massive capability, zero barrier to entry. The winners? Builders who move now.
-
User excitement for prompting with Grok 3
By
–
This is so cool! Grok 3 sounds like a game-changer—can’t wait to try these prompts out.