Number Cookbook
LlamaCast8 Marras 2024

Number Cookbook

📓 Number Cookbook: Number Understanding of Language Models and How to Improve It

This research paper examines the numerical understanding and processing abilities (NUPA) of large language models (LLMs). The authors create a benchmark to test LLMs on four numerical representations (integers, floating-point numbers, fractions, and scientific notation) across 17 tasks grouped into four ability categories. They find that, despite strong problem-solving capabilities, LLMs struggle with basic numerical operations. The paper evaluates methods to enhance NUPA during pretraining and finetuning, such as specialized tokenizers, positional encodings, and data formats, and notes the limitations of chain-of-thought techniques for numerical tasks. The authors call for further research to improve LLMs' fundamental numerical capabilities.

📎 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

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
rikosmyytit
aihe
rss-raha-talous-ja-politiikka
the-ulkopolitist
rss-bimbolia
rss-vain-talouselamaa
rss-merja-mahkan-rahat
rss-kaikki-uusiksi
rss-50100-podcast
et-sa-noin-voi-sanoo-esittaa