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nyuuzyou

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nyuuzyou

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liked a dataset 2 days ago

evborjnvioerjnvuowsetngboetgjbeigjaweuofjf/UGotHat

reacted to codelion's post with 🔥 3 days ago

Introducing AutoThink: Adaptive reasoning for LLMs that improves performance by 43% on reasoning benchmarks! Instead of using fixed thinking budgets, AutoThink: - Classifies query complexity (HIGH/LOW) using adaptive classification - Dynamically allocates thinking tokens based on complexity - Uses steering vectors derived from Pivotal Token Search to guide reasoning patterns Results on DeepSeek-R1-Distill-Qwen-1.5B: - GPQA-Diamond: 31.06% vs 21.72% baseline (+9.34 points) - MMLU-Pro: 26.38% vs 25.58% baseline (+0.8 points) - Uses fewer tokens than baseline approaches Works with any local reasoning model - DeepSeek, Qwen, Llama, custom models. The technique combines our research on Pivotal Token Search (PTS) implementation and adaptive classification frameworks. Paper: AutoThink: efficient inference for reasoning LLMs https://papers.ssrn.com/sol3/papers.cfm?abstract_id=5253327 Code and examples: https://github.com/codelion/optillm/tree/main/optillm/autothink PTS implementation and technical details: https://github.com/codelion/pts https://huggingface.co/blog/codelion/pts Adaptive classifier framework: https://github.com/codelion/adaptive-classifier Would love to hear your thoughts on adaptive resource allocation for LLM reasoning! Have you experimented with similar approaches?

reacted to ProCreations's post with 🚀 4 days ago

Eyyyy 50 followers 🤯

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nyuuzyou's activity

New activity in nyuuzyou/archiveofourown 7 days ago

Comment here to check which of your fics were included - SOME ARCHIVE-LOCKED FICS WERE SCRAPED

❤️ 16

135

#213 opened about 1 month ago by

nothankies

New activity in xet-team/README 9 days ago

got my first xet error , and it leaks a token (i think?)

#2 opened 15 days ago by

Tonic

New activity in nyuuzyou/pxhere 16 days ago

[bot] Conversion to Parquet

#1 opened 16 days ago by

parquet-converter

New activity in HuggingFaceTB/wikiracing-llms 22 days ago

simplewiki dataset

❤️ 1

#1 opened 25 days ago by

nyuuzyou

New activity in nyuuzyou/publicdomainfiles 28 days ago

[bot] Conversion to Parquet

#1 opened 28 days ago by

parquet-converter

New activity in nyuuzyou/clker-svg about 1 month ago

[bot] Conversion to Parquet

#1 opened about 1 month ago by

parquet-converter

New activity in nyuuzyou/archiveofourown about 1 month ago

🚩 Report: Copyright infringement

👍 😔 8

127

#2 opened about 2 months ago by

no-mad

New activity in nyuuzyou/suno about 1 month ago

Request on further scraping

#2 opened about 1 month ago by

mlinmg

New activity in nyuuzyou/clker-images about 1 month ago

[bot] Conversion to Parquet

#1 opened about 1 month ago by

parquet-converter

New activity in nyuuzyou/archiveofourown about 1 month ago

Source code, I guess

🤗 🔥 5

#231 opened about 1 month ago by

nyuuzyou

DMCA REQUESTS AND THEIR LEGAL STATUS

#221 opened about 1 month ago by

lunarkitsune20

New activity in zero-gpu-explorers/README about 1 month ago

Updated with latest GPU

🤗 2

#163 opened about 1 month ago by

michellehbn

New activity in nyuuzyou/svgfind about 1 month ago

[bot] Conversion to Parquet

#1 opened about 1 month ago by

parquet-converter

🚩 Report: Illegal or restricted content

#2 opened about 1 month ago by

DevilRollAO3

New activity in nyuuzyou/Qwen2.5-0.5B-Bluesky-Instruct about 1 month ago

Improve language tag

#2 opened about 1 month ago by

lbourdois

New activity in nyuuzyou/Qwen2.5-0.5B-Bluesky about 1 month ago

Improve language tag

#1 opened about 1 month ago by

lbourdois

New activity in nyuuzyou/archiveofourown about 1 month ago

I am very interested in this dataset

👍 😔 3

140

#3 opened about 2 months ago by

Demanin

curious re: use cases, projects

#195 opened about 1 month ago by

discopolice

New activity in nyuuzyou/svgrepo about 1 month ago

[bot] Conversion to Parquet

#1 opened about 1 month ago by

parquet-converter

New activity in nyuuzyou/archiveofourown about 1 month ago

Your unfounded DMCA takedown notices are an act of perjury.

🔥 👍 10

#193 opened about 1 month ago by

hikitoxin