On the Diagram of Thought
LlamaCast17 Loka 2024

On the Diagram of Thought

🧠 On the Diagram of Thought

This paper introduces a new framework called Diagram of Thought (DoT) that models how large language models (LLMs) reason. Unlike traditional methods that represent reasoning as linear chains or trees, DoT utilizes a directed acyclic graph (DAG) structure. This structure allows LLMs to navigate complex reasoning pathways while ensuring logical consistency. By incorporating feedback mechanisms and leveraging auto-regressive next-token prediction, DoT enables LLMs to iteratively refine their reasoning process. The authors also formalize the DoT framework using Topos Theory, providing a mathematical foundation for its logical consistency and soundness. This approach enhances both training and inference within a single LLM, eliminating the need for multiple models or external control mechanisms. DoT offers a promising framework for developing next-generation reasoning-specialized LLMs.

📎 Link to paper

Tämä jakso on lisätty Podme-palveluun avoimen RSS-syötteen kautta eikä se ole Podmen omaa tuotantoa. Siksi jakso saattaa sisältää mainontaa.

Jaksot(49)

Marco-o1

Marco-o1

🤖 Marco-o1: Towards Open Reasoning Models for Open-Ended SolutionsThe Alibaba MarcoPolo team presents Marco-o1, a large reasoning model designed to excel in open-ended problem-solving. Building upon ...

23 Marras 202414min

Scaling Laws for Precision

Scaling Laws for Precision

⚖️ Scaling Laws for PrecisionThis research paper investigates the impact of precision in training and inference on the performance of large language models. The authors explore how precision affects t...

18 Marras 202418min

Test-Time Training

Test-Time Training

⌛️ The Surprising Effectiveness of Test-Time Training for Abstract ReasoningThis paper examines how test-time training (TTT) can enhance the abstract reasoning abilities of large language models (LLMs...

14 Marras 202414min

Qwen2.5-Coder

Qwen2.5-Coder

🔷 Qwen2.5-Coder Technical ReportThe report introduces the Qwen2.5-Coder series, which includes the Qwen2.5-Coder-1.5B and Qwen2.5-Coder-7B models. These models are specifically designed for coding ta...

12 Marras 202424min

Attacking Vision-Language Computer Agents via Pop-ups

Attacking Vision-Language Computer Agents via Pop-ups

😈 Attacking Vision-Language Computer Agents via Pop-upsThis research paper examines vulnerabilities in vision-language models (VLMs) that power autonomous agents performing computer tasks. The author...

9 Marras 202421min

Number Cookbook

Number Cookbook

📓 Number Cookbook: Number Understanding of Language Models and How to Improve ItThis research paper examines the numerical understanding and processing abilities (NUPA) of large language models (LLMs...

8 Marras 202416min

Jigsaw Puzzles

Jigsaw Puzzles

🧩 Jigsaw Puzzles: Splitting Harmful Questions to Jailbreak Large Language ModelsThis research paper investigates the vulnerabilities of large language models (LLMs) to "jailbreak" attacks, where mali...

7 Marras 202416min

Multi-expert Prompting with LLMs

Multi-expert Prompting with LLMs

🤝 Multi-expert Prompting with LLMsThe research paper presents Multi-expert Prompting, a novel method for improving the reliability, safety, and usefulness of Large Language Models (LLMs). Multi-exper...

5 Marras 202412min

Suosittua kategoriassa Politiikka ja uutiset

uutiscast
aikalisa
politiikan-puskaradio
ootsa-kuullut-tasta-2
rss-ootsa-kuullut-tasta
otetaan-yhdet
rss-vaalirankkurit-podcast
rss-podme-livebox
rss-seksicast
tervo-halme
aihe
rss-raha-talous-ja-politiikka
rss-asiastudio
rikosmyytit
the-ulkopolitist
rss-vain-talouselamaa
rss-voi-venaja
rss-ulkopoditiikkaa
rss-50100-podcast
rss-diet-woke