Category: reasoning
-
Why the Sophistication of Your Prompt Correlates Almost Perfectly with the Sophistication of the Response, as Research by Anthropic Found
Why the Sophistication of Your Prompt Correlates Almost Perfectly with the Sophistication of the Response, as Research by Anthropic Found How prompt engineering has evolved, examined scientifically; and implications for the future of conversational AI tools The post Why the Sophistication of Your Prompt Correlates Almost Perfectly with the Sophistication of the Response, as Research…
-
Probabilistic Multi-Variant Reasoning: Turning Fluent LLM Answers Into Weighted Options
Probabilistic Multi-Variant Reasoning: Turning Fluent LLM Answers Into Weighted Options Human-guided AI collaboration The post Probabilistic Multi-Variant Reasoning: Turning Fluent LLM Answers Into Weighted Options appeared first on Towards Data Science. alan nekhom Go to original source
-
Your Next ‘Large’ Language Model Might Not Be Large After All
Your Next ‘Large’ Language Model Might Not Be Large After All A 27M-parameter model just outperformed giants like DeepSeek R1, o3-mini, and Claude 3.7 on reasoning tasks The post Your Next ‘Large’ Language Model Might Not Be Large After All appeared first on Towards Data Science. Moulik Gupta Go to original source
-
Water Cooler Small Talk, Ep. 9: What “Thinking” and “Reasoning” Really Mean in AI and LLMs
Water Cooler Small Talk, Ep. 9: What “Thinking” and “Reasoning” Really Mean in AI and LLMs Understanding how AI models “reason” and why it’s not what humans do when we think The post Water Cooler Small Talk, Ep. 9: What “Thinking” and “Reasoning” Really Mean in AI and LLMs appeared first on Towards Data Science.…
-
Smarter, Not Harder: How AI’s Self-Doubt Unlocks Peak Performance
Smarter, Not Harder: How AI’s Self-Doubt Unlocks Peak Performance “Deep Think with Confidence,” a smarter way to scale reasoning tasks without wasting a massive amount of computation The post Smarter, Not Harder: How AI’s Self-Doubt Unlocks Peak Performance appeared first on Towards Data Science. Ankit Singh Chauhan Go to original source
-
“Where’s Marta?”: How We Removed Uncertainty From AI Reasoning
“Where’s Marta?”: How We Removed Uncertainty From AI Reasoning A primer on overcoming LLM limitations with formal verification. The post “Where’s Marta?”: How We Removed Uncertainty From AI Reasoning appeared first on Towards Data Science. Jacopo Tagliabue Go to original source