concept
active
concept:qwen3-235b-a22b

Qwen3-235B-A22B

Large open-source model used as anchor agent and anchor evolver; illustrates benchmark-dependent evolver performance

Neighborhood — ranked by edge-count

Concepts (2)

concept
  • Qwen3-235B
    related_to
    One of the four frontier models evaluated; shows the largest robustness drop (-88%) and sigma surge (+744%)
  • Qwen3-32B
    related_to
    Weak-tier open-source model exhibiting both harness activation failure and adherence failure, with 25.1% skill-load rate

Related by similarity (8)

cosine ≥ 0.65 · no typed edge

Entities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.

  • Qwen3-14Bconcept0.838
    14B Qwen3 model quantized to 4-bit NF4; tested in OCEAN benchmarks
  • Qwen3-1.7Bconcept0.831
    Smallest Qwen3 model tested; used in conscientiousness sweep example (Table 6)
  • Qwen3.5-9Bconcept0.826
    Smallest model tested as evolver; produces harness updates comparable to Claude Opus 4.6 on SkillsBench
  • Qwen3-4Bconcept0.817
    4B Qwen3 model tested in OCEAN benchmarks
  • Qwen2.5-VL-7Bconcept0.812
    Base vision-language model used to instantiate ATLAS.
  • Qwen 2.5 7Bconcept0.793
    Open-weights LLM used as one of three student models for character training experiments
  • Extended evaluation MoE model showing distributed persona localization across multiple layers
  • Embedding model used to embed user messages for ridge regression analysis of persona drift causes