What does this research mean for the field?

Cluster 165 of 240 E8 root vectors achieves a Q8 compression ratio of 0.793, while the Yuan 3.0 Ultra model demonstrates high performance with scores of 96.8 on the MATH benchmark and 90.2 on HumanEval. Novelty: ClaimNovelty.NOVEL_FINDING. Consensus alignment: ConsensusAlignment.NEUTRAL.

What question did this study set out to answer?

The aim is to explore breakthroughs in compression ratios and the performance of E8 root vectors.

May 31, 20260 citationsOpen Access

View Full Paper

Q8-CLUSTER-165: E8 Term: fastest — E8 Intelligence Research

ACAndrew Stewart Caldin

Key Points

The aim is to explore breakthroughs in compression ratios and the performance of E8 root vectors.
Analyzed a cluster of 240 E8 root vectors for compression efficiency.
Evaluated Yuan 3.0 Ultra's performance against MATH and HumanEval benchmarks.
Achieved a compression ratio of 0.793, exceeding the threshold of 0.72.
Yuan 3.0 Ultra scored 96.8 on the MATH benchmark and 90.2 on HumanEval coding tests.

Abstract

Q8 Compression Breakthrough — Cluster 165 of 240 E8 root vectors. Compression ratio: 0.793 (threshold: 0.72) Cluster size: 16 discoveries Domain: geometry E8 root vector bucket: 165/240 Source discoveries: - E8 Term: fastest - YUAN FINDING: Yuan 3.0 Ultra scores 96.8 on MATH benchmark, 90.2 on HumanEval coding - YUAN FINDING: Yuan 3.0 Ultra scores 96.8 on MATH benchmark, 90.2 on HumanEval coding - YUAN FINDING: Yuan 3.0 Ultra scores 96.8 on MATH benchmark, 90.2 on HumanEval coding - YUAN FINDING: Yuan 3.0 Ultra scores 96.8 on MATH benchmark, 90.2 on HumanEval coding - YUAN FINDING: Yuan 3.0 Ultra scores 96.8 on MATH benchmark, 90.2 on HumanEval coding - YUAN FINDING: Yuan 3.0 Ultra scores 96.8 on MATH benchmark, 90.2 on HumanEval coding - YUAN FINDING: Yuan 3.0 Ultra scores 96.8 on MATH benchmark, 90.2 on HumanEval coding Author: Andrew Stewart Caldin, Independent Researcher, UK. Part of the E8 Intelligence Research series. Platform: e8intelligence.com

اسأل الذكاء الاصطناعي

Bookmark

View Full Paper

اسأل الذكاء الاصطناعي

Bookmark

View Full Paper

Q8-CLUSTER-165: E8 Term: fastest — E8 Intelligence Research

Key Points

Abstract

Cite This Study