FreshContextA context lab · Fife
Drawing
02 · Benchmarks
Sheet
2 of 3
Rev
A · 2026-10-01

Suite · enrichment← Suites

Memory layer enrichment

Can a local model do the enrichment work the memory layer needs?

Cases
54
Scored runs
17
Models
17
Top score
87.0%
SpecificationMethod · grading · caveat
Method
Turns are enriched with structured context. The suite measures whether the enrichment is usable downstream rather than whether it reads well.
Grading
Field level checks against the expected structure.
Caveat
Small case count. Treat single runs as indicative only.
Version
enrichment/3
Cases
54
Recorded runs17 runs · sorted by accuracy

Sorted by accuracy. The bar shows the 95 percent confidence interval. Where intervals overlap, the models are not distinguishable on this suite at this number of cases.

Top of the suite BTL-4 Compact (IQ2_XXS) 87.0% 95% interval 75.6–93.6

ModelScore95% interval PassedRuntime · profileRecorded
BTL-4 Compact (IQ2_XXS)btl-487.0%75.6–93.6Passed 47/54llama.cppextraction2026-09-15
BTL-4 (Q4_K_M)btl-4-q4km81.5%69.2–89.6overlaps the top intervalPassed 44/54llama.cppextraction2026-09-15
Bonsai-27B (Q1_0)bonsai-27b-1bit79.6%67.1–88.2overlaps the top intervalPassed 43/54llama.cppextraction2026-09-15
Qwen3.8-9B-Distill (Q8_0)qwen3.8-9b-distill79.6%67.1–88.2overlaps the top intervalPassed 43/54llama.cppextraction2026-09-14
edge0-35b77.8%65.1–86.8overlaps the top intervalPassed 42/54llama.cppextraction2026-09-16
Gemma 4 12Bgemma4-12b77.8%65.1–86.8overlaps the top intervalPassed 42/54llama.cppstudy-nothink2026-08-24
Gemma 4 E2Bgemma4-e2b75.9%63.1–85.4overlaps the top intervalPassed 41/54llama.cppstudy-nothink2026-08-24
bonsai-27b-mlx2-cortext72.2%59.1–82.4overlaps the top intervalPassed 39/54mlxextraction2026-09-15
bonsai-27b-mlx2-m4pro72.2%59.1–82.4overlaps the top intervalPassed 39/54mlxextraction2026-09-14
Ternary-Bonsai-27B (prism-ml)ternary-bonsai-27b72.2%59.1–82.4overlaps the top intervalPassed 39/54llama.cppextraction2026-09-14
gemma4-e4b70.4%57.2–80.9overlaps the top intervalPassed 38/54llama.cppstudy-nothink2026-08-24
ternary-bonsai-8b70.4%57.2–80.9overlaps the top intervalPassed 38/54llama.cppextraction2026-09-17
Bonsai-8B (Q1_0)bonsai-8b-1bit61.1%47.8–73.0Passed 33/54llama.cppextraction2026-09-14
minicpm5-2b59.3%46.0–71.3Passed 32/54llama.cppextraction2026-09-15
minicpm5-2b-exl359.3%46.0–71.3Passed 32/54llama.cppextraction2026-09-17
minicpm5-2b-q8-np157.4%44.2–69.7Passed 31/54llama.cppextraction2026-09-17
qwen3.8-iq1s48.1%35.4–61.1Passed 26/54llama.cppstudy-nothink—
Run log17 logged runs of this suite
Every logged run, newest first (17)
FinishedModelRuntime · profileScoreCoverageGrader · dataset · config
minicpm5-2b-q8-np1not recordedextraction57.4%Coverage 54/54g b51222c2ca38cfdfd 75361864baa727abc 1fb5d909364039d2
minicpm5-2b-exl3not recordedextraction59.3%Coverage 54/54g b51222c2ca38cfdfd 75361864baa727abc 50da51be20c4e83c
ternary-bonsai-8bnot recordedextraction70.4%Coverage 54/54g b51222c2ca38cfdfd 75361864baa727abc 2449c0a03ec229c7
edge0-35bnot recordedextraction77.8%Coverage 54/54g b51222c2ca38cfdfd 75361864baa727abc a0c2477ba575e774
minicpm5-2bnot recordedextraction59.3%Coverage 54/54g b51222c2ca38cfdfd 75361864baa727abc a602b52d4aa5d258
btl-4-q4kmnot recordedextraction81.5%Coverage 54/54g b51222c2ca38cfdfd 75361864baa727abc 3b3b53961682ee7f
btl-4not recordedextraction87.0%Coverage 54/54g b51222c2ca38cfdfd 75361864baa727abc 0b71856ba217c91c
bonsai-27b-1bitnot recordedextraction79.6%Coverage 54/54g b51222c2ca38cfdfd 75361864baa727abc 612035dbfdcf9143
bonsai-27b-mlx2-cortextmlxextraction72.2%Coverage 54/54g b51222c2ca38cfdfd 75361864baa727abc c6981047f9ae77d3
bonsai-8b-1bitnot recordedextraction61.1%Coverage 54/54g b51222c2ca38cfdfd 75361864baa727abc e43f51321b57c883
bonsai-27b-mlx2-m4promlxextraction72.2%Coverage 54/54g b51222c2ca38cfdfd 75361864baa727abc e41b038c77c413b8
ternary-bonsai-27bnot recordedextraction72.2%Coverage 54/54g b51222c2ca38cfdfd 75361864baa727abc 075725332e318d6b
qwen3.8-9b-distillnot recordedextraction79.6%Coverage 54/54g b51222c2ca38cfdfd 75361864baa727abc d537736901f01a81
qwen3.8-iq1sllama.cppstudy-nothink60.5%Coverage 79.6% coverageg 7d661b93852b5ffdd 75361864baa727abc 11d22e9108889bce
gemma4-12bllama.cppstudy-nothink77.8%Coverage 54/54g 7d661b93852b5ffdd 75361864baa727abc 5367be2a63165de3
gemma4-e4bllama.cppstudy-nothink70.4%Coverage 54/54g 7d661b93852b5ffdd 75361864baa727abc 60945fac08964a72
gemma4-e2bllama.cppstudy-nothink75.9%Coverage 54/54g 7d661b93852b5ffdd 75361864baa727abc 94079faf08beb84b

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