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Articles · Rebeauty Atlas

HUM AI

EB Ebad Sayed

Building a Miniature RLHF Pipeline from Scratch

What Are We Building?

May 15, 2026 · 11 min read · 0 claps #reinforcement-learning #rlhf #reward-model

Building a Miniature RLHF Pipeline from Scratch

AI ECO HUM MDA SCI

JA Jaroslaw Wasowski

A 6B Reward Model Made InstructGPT Beat GPT-3 Despite Being 100× Smaller

How elegant mathematics from 1952 compresses human ‘I like this’ into a single number and why that number defines the quality ceiling of AI

Mar 22, 2026 · 11 min read · 0 claps #reward-model #rlhf #machine-learning

A 6B Reward Model Made InstructGPT Beat GPT-3 Despite Being 100× Smaller

TCH HUM AI

TH Thinking Loop

Reward models: 9 signs you’re training the judge

Learn how reward hacking shows up in modern AI systems, and how to tell when your model is pleasing the evaluator instead of actually…

Mar 21, 2026 · 6 min read · 0 claps #ai-alignment-and-safety #reward-model #machine-learning

Reward models: 9 signs you’re training the judge

TCH HUM AI LIF

NE Nexumo

Why Reward Models Secretly Love Long Answers

Learn the hidden training signals that make reward models overvalue verbose, shallow outputs — and how to redesign data, prompts, and…

Feb 27, 2026 · 6 min read · 32 claps #rlhf #reward-model #llms-utilization

Why Reward Models Secretly Love Long Answers

HUM AI

RA Rashmi S

Reward Model

The Reward Model (RM) is an AI component that scores an Large Language Models (LLM) responses to determine how well they align with human…

Dec 15, 2025 · 3 min read · 0 claps #reward-model #llm #machine-learning

HUM AI

YO YouShin kim

[NVIDIA] Think Twice: Branch-and-Rethink 추론 보상 모델(BR-RM) 심층 분석

배경 및 개요

Nov 11, 2025 · 12 min read · 0 claps #reward-model #nvidia #ai-research

HUM AI

YO YouShin kim

여러 심판관으로부터 효율적인 다중 턴 대화 평가자 학습하기 (Learning an Efficient Multi-Turn Dialogue Evaluator from Multiple…

배경 및 개요

Aug 10, 2025 · 8 min read · 0 claps #llm-as-a-judge #reward-model #multiturndialogue

AI HUM

JO Joyce Birkins

Spurious Rewards : even incorrect or random rewards can boost performance by amplifying code…

Continuing from the last post, Test Time Scaling Explained, Differences Between ORM & PRM Reward Models + Future PRM Research , let’s talk…

Jun 13, 2025 · 6 min read · 0 claps #reward-model #reinforcement-learning #rlhf

Spurious Rewards : even incorrect or random rewards can boost performance by amplifying code…

AI

YO YouShin kim

RewardAnything: Generalizable Principle-Following Reward Models

배경 및 개요

Jun 10, 2025 · 9 min read · 0 claps #reward-model #rlhf #llm-alignment

AI

JO Joyce Birkins

Test Time Scaling Explained, Differences Between ORM & PRM Reward Models + Future PRM Research

Recently, I’ve read some papers and found that since the release of OpenAI o1 and DeepSeek R1, the concept now known as Test Time Scaling…

Jun 05, 2025 · 13 min read · 3 claps #test-time-scaling #reward-model #ai