Articles by codelion
11

OpenEvolve: Teaching LLMs to Discover Algorithms Through Evolution (algorithmicsuperintelligence.ai)

1

Ellora: Enhancing LLMs with LoRA Standardized Recipes for Capability Enhancement (huggingface.co)

3

The 1B Token Challenge: Finding the Perfect Pre-Training Mix (huggingface.co)

2

The 1B Token Challenge: Finding the Perfect Pre-Training Mix (huggingface.co)

2

Pivotal Token Search (PTS): Targeting Critical Decision Points in LLM Training (huggingface.co)

1

Internal Coherence Maximization(ICM): Label-Free Unsupervised Training Framework (github.com/codelion)

1

Unsupervised Model Improvement via Internal Coherence Maximization (huggingface.co)

1

Show HN: PTS Library – Analyze LLM reasoning through "thought anchors"

1

Automated Discovery of High-Performance GPU Kernels with OpenEvolve (huggingface.co)

1

Adaptive Classifier: Dynamic Text Classification with Continuous Learning (huggingface.co)

1

Show HN: DeepThink Plugin – Bring Gemini 2.5's parallel reasoning to open models

1

Eliciting Fine-Tuned Transformer Capabilities via Inference-Time Techniques (arxiv.org)

20

Show HN: System Prompt Learning – LLMs Learn Problem-Solving from Experience

112

Show HN: AutoThink – Boosts local LLM performance with adaptive reasoning

2

Show HN: OpenEvolve – open-source implementation of DeepMind's AlphaEvolve

1

Pivotal Token Search (PTS): Identify critical decision points in LLM generations (github.com/codelion)

2

Show HN: An adaptive classifier that detects hallucinations in LLM/RAG outputs (github.com/codelion)

2

Show HN: OptiLLMBench – Test how inference optimization tricks scale up LLMs

1

Adaptive Classification for Automatic LLM Temperature Optimization

4

Show HN: A classifier that learns new categories without retraining from scratch

1

Adaptive Classifier: Dynamic Text Classification with Continuous Learning (github.com/codelion)

6

Show HN: Adaptive-classifier – text classification with continuous learning

1

Entropy Decoding in Optillm and Early Results on GSM8k

1

Unbounded Context with Memory

3

Optillm: An Optimizing Inference Proxy with Plugins (github.com/codelion)

1

Discover LLM-assisted workflow opportunities in your code (patched.codes)

1

Build your own AutoFix with Patchwork (patched.codes)

1

Cot Decoding – Eliciting Reasoning from LLMs

2

Evaluating code-to-readme generation using LLMs (patched.codes)

1

A comparative study of fine-tuning GPT-4o-mini, Gemini Flash 1.5, Llama-3.1-8B (patched.codes)

1

Beating GPT-4 on Arena Bench Hard with Patched MOA (patched.codes)

1

Patched RTC: evaluating LLMs for diverse software development tasks (patched.codes)

2

Working at Heights Safety: Video Analytics Revolution in Construction (securade.ai)

1

AI in Emergency Response: Improving Situational Awareness and Decision-Making (securade.ai)

1

Advancing Workplace Safety: AI Video Analytics for Accident Reduction (securade.ai)

3

How good are LLMs at patching vulnerabilities? (patched.codes)