Portfolio
2023-2024Leaderboard

8x HuggingFace #1 Champion

Multiple #1 positions across two leaderboard eras

8x #1 HuggingFace Open LLM Leaderboard

Eight #1 positions on the HuggingFace Open LLM Leaderboard across both v1 and v2 eras, competing with models from major tech firms and AI labs using original post-training techniques (UNA and MGS) applied systematically across different base architectures. Competed against 70B models with 7B, and maintained contamination-free benchmarks.

Client
Independent — Juanako.AI
Role
Sole author
Duration
2023-2024
Team
Solo
Outcomes
8
Total #1 Positions
v1 & v2
Leaderboard Eras
1.5B to 34B
Model Sizes
4+
Base Architectures
Highlights
  • 8 separate #1 positions across 2023-2024
  • Displaced Intel's neural-chat from #1 (Nov 2023)
  • #8 ALL SIZES with Cybertron v2 — 7B competing against 70B+
  • #1 across ALL model sizes with TheBeagle (Jan 2024)
  • Contamination-free verification with 5-gram analysis
  • Consistent results across Mistral, Intel, Yi/Smaug, and Qwen bases
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The Track Record

8 separate #1 positions across 2023-2024. Displaced Intel's neural-chat from #1 in November 2023. Reached #8 ALL SIZES with Cybertron v2 — a 7B model competing against 70B+ models.

#1 across ALL model sizes with TheBeagle in January 2024. Contamination-free verification with 5-gram analysis. Consistent results across Mistral, Intel, Yi/Smaug, and Qwen bases.

#1 LeaderboardLLMPost-TrainingUNAMGSOpen Source