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t55

892 karmajoined قبل 3 سنوات
ML researcher

Submissions

RL Speedrun

github.com
2 points·by t55·قبل 25 يومًا·0 comments

Target Policy Optimization

arxiv.org
1 points·by t55·قبل 3 أشهر·0 comments

Show HN: Kilroy – Knowledge base for teams using Claude Code

github.com
5 points·by t55·قبل 3 أشهر·0 comments

Procedural Reasoning Datasets

github.com
1 points·by t55·قبل 11 شهرًا·0 comments

In Defence of Gary Marcus

reubenadams.substack.com
3 points·by t55·قبل 12 شهرًا·0 comments

Reasoning Gym – Procedural RL reasoning datasets

github.com
1 points·by t55·قبل 12 شهرًا·0 comments

ChatGPT Agent [video]

youtube.com
3 points·by t55·قبل 12 شهرًا·0 comments

ReasoningGym: Reasoning Environments for RL with Verifiable Rewards

arxiv.org
105 points·by t55·السنة الماضية·28 comments

Show HN: Rehearsal.so, Duolingo for Public Speaking

rehearsal.so
3 points·by t55·السنة الماضية·1 comments

End-to-End Vision Tokenizer Tuning

arxiv.org
3 points·by t55·السنة الماضية·0 comments

YC Interview Mock Practice

rehearsal.so
2 points·by t55·السنة الماضية·0 comments

D1: Scaling Reasoning in Diffusion LLMs via Reinforcement Learning

dllm-reasoning.github.io
4 points·by t55·السنة الماضية·0 comments

Are LLMs more than autocomplete? AI Debate

rehearsal.so
1 points·by t55·السنة الماضية·0 comments

Block Diffusion: Interpolating Autoregressive and Diffusion Language Models

m-arriola.com
72 points·by t55·السنة الماضية·16 comments

How to stay in flow while using Cursor or Windsurf

rehearsal.so
2 points·by t55·السنة الماضية·0 comments

Generative Modelling in Latent Space

sander.ai
2 points·by t55·السنة الماضية·0 comments

Show HN: Debate Uncle Bob – Is SQL Dead? (Voice RPG)

rehearsal.so
6 points·by t55·السنة الماضية·1 comments

OpenAI O3 and O4-Mini

openai.com
1 points·by t55·السنة الماضية·0 comments

comments

t55
·قبل 7 أيام·discuss
what timelines do you have in mind
t55
·قبل 6 أشهر·discuss
[flagged]
t55
·قبل 12 شهرًا·discuss
that's a standard feature in cursor, windsurf, etc.
t55
·السنة الماضية·discuss
this is what deepmind did 10 years ago lol
t55
·السنة الماضية·discuss
For a 100k token context window; all those models are comparable though

gemini 2.5 pro shines for 200k+ tokens
t55
·السنة الماضية·discuss
i didn't say they invented everything; in science you always stand on the shoulders of giants

i still think my original statement is fair
t55
·السنة الماضية·discuss
yeah, RLVR is still nascent and hence there's lots of noise.

> How can these spurious rewards possibly work? Can we get similar gains on other models with broken rewards?

it's because in those cases, RLVR merely elicits the reasoning strategies already contained in the model through pre-training

this paper, which uses Reasoning gym, shows that you need to train for way longer than those papers you mentioned to actually uncover novel reasoning strategies: https://arxiv.org/abs/2505.24864
t55
·السنة الماضية·discuss
so you think it's fake news? another example of a paper with strong claims without much evidence?
t55
·السنة الماضية·discuss
agree, the RG evals feel like a fresh breeze
t55
·السنة الماضية·discuss
> prolonged RL training can uncover novel reasoning strategies that are inaccessible to base models, even under extensive sampling

does this mean that previous RL papers claiming the opposite were possibly bottlenecked by small datasets?
t55
·السنة الماضية·discuss
> I personally think that Gemini 2.5 Pro's superiority comes from having hundreds or thousands RL tasks (without any proof whatsoever, so rather a feeling).

Given that GDM pioneered RL, that's a reasonable assumption
t55
·السنة الماضية·discuss
[flagged]
t55
·السنة الماضية·discuss
it aged well!
t55
·السنة الماضية·discuss
Very cool, reminds me of https://rehearsal.so/

which sort of interviews will you support?
t55
·السنة الماضية·discuss
great article!
t55
·السنة الماضية·discuss
Other debate topics can be found on the frontpage
t55
·السنة الماضية·discuss
Congrats! obviously massive potential for saas automations what made you choose windows over other OSs?
t55
·السنة الماضية·discuss
Anthropic doubling down on code makes sense, that has been their strong suit compared to all other models

Curious how their Devin competitor will pan out given Devin's challenges