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

Suite · contract← Suites

Following a convention it has to go and get

Will a model follow an output convention it can only obtain by asking for it?

Cases
48
Scored runs
25
Models
25
Top score
75.0%
SpecificationMethod · grading · caveat
Method
Four arms over the same extraction task, where the answer is always absent from the document. In silent, nothing is said. In told, the convention is stated in the system prompt. In fetch, a tool is offered that returns the convention and the prompt points at it. In unmentioned, the same tool is present but nothing refers to it. The convention is an arbitrary sentinel string, so it cannot be recalled from training.
Grading
Binary. A case passes only when the field carries the exact sentinel. Abstaining in the model's own words fails, and is classified separately from inventing a value.
Caveat
A grader bug conflated a missing field with a present null field until 2026-09-09, mislabelling every null abstention as unparseable output. Pass rates were unaffected but failure-mode breakdowns before that date are wrong.
Version
contract/2
Cases
48
Recorded runs25 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 bonsai-27b-mlx2-cortext 75.0% 95% interval 61.2–85.1

ModelScore95% interval PassedRuntime · profileRecorded
bonsai-27b-mlx2-cortext75.0%61.2–85.1Passed 36/48mlxextraction2026-09-14
bonsai-27b-mlx2-m4pro75.0%61.2–85.1overlaps the top intervalPassed 36/48mlxextraction2026-09-14
qwen3.8-27b-mlx-4bit75.0%61.2–85.1overlaps the top intervalPassed 36/48mlxextraction2026-09-08
Ternary-Bonsai-27B (prism-ml)ternary-bonsai-27b75.0%61.2–85.1overlaps the top intervalPassed 36/48llama.cppextraction2026-09-14
BTL-4 (Q4_K_M)btl-4-q4km70.8%56.8–81.8overlaps the top intervalPassed 34/48llama.cppextraction2026-09-15
minicpm5-2b70.8%56.8–81.8overlaps the top intervalPassed 34/48llama.cppextraction2026-09-15
ornith-1.5-9b68.8%54.7–80.1overlaps the top intervalPassed 33/48llama.cppextraction2026-09-12
Gemma 4 12Bgemma4-12b66.7%50.3–79.8overlaps the top intervalPassed 24/36llama.cppextraction2026-09-08
granite-4.2-30b66.7%50.3–79.8overlaps the top intervalPassed 24/36llama.cppextraction2026-09-08
ornith-35b-a3b-q4066.7%52.5–78.3overlaps the top intervalPassed 32/48llama.cppextraction2026-09-12
BTL-4 Compact (IQ2_XXS)btl-464.6%50.4–76.6overlaps the top intervalPassed 31/48llama.cppextraction2026-09-15
qwen3-next-80b-reap-mlx-mixed3654.2%40.3–67.4overlaps the top intervalPassed 26/48mlxextraction2026-09-08
qwen3-next-80b-reap-mlx-q447.2%32.0–63.0overlaps the top intervalPassed 17/36mlxextraction2026-09-08
mlx-community-Qwen3.6-35B-A3B-4bit27.1%16.6–41.0Passed 13/48mlxextraction2026-09-08
Bonsai-27B (Q1_0)bonsai-27b-1bit25.0%14.9–38.8Passed 12/48llama.cppextraction2026-09-15
Qwen3.8-9B-Distill (Q8_0)qwen3.8-9b-distill25.0%14.9–38.8Passed 12/48llama.cppextraction2026-09-14
k2-horizon-7b22.9%13.3–36.5Passed 11/48llama.cppextraction2026-09-09
ternary-bonsai-8b22.9%13.3–36.5Passed 11/48llama.cppextraction2026-09-17
Bonsai-8B (Q1_0)bonsai-8b-1bit20.8%11.7–34.3Passed 10/48llama.cppextraction2026-09-14
flashnext-4.27bpw-m640.0%0.0–7.4Passed 0/48llama.cppextraction—
q36-toolparser0.0%0.0–7.4Passed 0/48llama.cppextraction—
Qwen3-Next-80B-A3B Instruct, REAP prunedqwen3-next-80b-reap0.0%0.0–7.4Passed 0/48llama.cppextraction—
reapmix36-rapid-mlx0.0%0.0–9.6Passed 0/36mlxextraction—
reapq4-mlx_lm0.0%0.0–9.6Passed 0/36mlxextraction—
reapq4-rapid-mlx0.0%0.0–9.6Passed 0/36mlxextraction—
Run log25 logged runs of this suite
Every logged run, newest first (25)
FinishedModelRuntime · profileScoreCoverageGrader · dataset · config
ternary-bonsai-8bnot recordedextraction22.9%Coverage 48/48g cc2d23c5bae45474d 1fe53d30cb5480f6c b5bcdf7e22a61983
minicpm5-2bnot recordedextraction70.8%Coverage 48/48g cc2d23c5bae45474d 1fe53d30cb5480f6c 09ef74ce83b54a17
btl-4-q4kmnot recordedextraction70.8%Coverage 48/48g cc2d23c5bae45474d 1fe53d30cb5480f6c c5f63e89ad62fa86
btl-4not recordedextraction64.6%Coverage 48/48g cc2d23c5bae45474d 1fe53d30cb5480f6c bf1f8546a0e1b97c
bonsai-27b-1bitnot recordedextraction25.0%Coverage 48/48g cc2d23c5bae45474d 1fe53d30cb5480f6c f3e9344f382b675d
bonsai-27b-mlx2-cortextmlxextraction75.0%Coverage 48/48g cc2d23c5bae45474d 1fe53d30cb5480f6c 1db1392d6a3fe16b
bonsai-8b-1bitnot recordedextraction20.8%Coverage 48/48g cc2d23c5bae45474d 1fe53d30cb5480f6c a575849c8bd49029
bonsai-27b-mlx2-m4promlxextraction75.0%Coverage 48/48g cc2d23c5bae45474d 1fe53d30cb5480f6c 5836be70b11516a5
ternary-bonsai-27bnot recordedextraction75.0%Coverage 48/48g cc2d23c5bae45474d 1fe53d30cb5480f6c e5777a35ca1e5f10
qwen3.8-9b-distillnot recordedextraction25.0%Coverage 48/48g cc2d23c5bae45474d 1fe53d30cb5480f6c 5a052624057c52ff
ornith-1.5-9bnot recordedextraction68.8%Coverage 48/48g cc2d23c5bae45474d 1fe53d30cb5480f6c 1bf634506e78523a
ornith-35b-a3b-q40not recordedextraction66.7%Coverage 48/48g cc2d23c5bae45474d 1fe53d30cb5480f6c 16c1587da02e495a
k2-horizon-7bnot recordedextraction22.9%Coverage 48/48g cc2d23c5bae45474d 1fe53d30cb5480f6c e127d0663cbe7e98
mlx-community-Qwen3.6-35B-A3B-4bitmlxextraction27.1%Coverage 48/48g 486601ba23034dd6d 1fe53d30cb5480f6c 4fc6c3fdb9c9b02c
q36-toolparsernot recordedextractionn/aCoverage 0% coverageg 486601ba23034dd6d 1fe53d30cb5480f6c 2225a59526198b68
qwen3.8-27b-mlx-4bitmlxextraction75.0%Coverage 48/48g 486601ba23034dd6d 1fe53d30cb5480f6c 2750a525d9018a88
flashnext-4.27bpw-m64not recordedextractionn/aCoverage 0% coverageg 486601ba23034dd6d 1fe53d30cb5480f6c 92b28699e44d08e7
qwen3-next-80b-reapnot recordedextractionn/aCoverage 0% coverageg 486601ba23034dd6d 1fe53d30cb5480f6c cbb517440b51fc70
qwen3-next-80b-reap-mlx-mixed36mlxextraction54.2%Coverage 48/48g 486601ba23034dd6d 1fe53d30cb5480f6c e059879c3195b24c
qwen3-next-80b-reap-mlx-q4mlxextraction47.2%Coverage 36/36g 2dd146852463f032d ab4bb33923bd0ed6c 14fac1620eb065e0
reapq4-mlx_lmmlxextractionn/aCoverage 0% coverageg 2dd146852463f032d ab4bb33923bd0ed6c 224bdfd4a5d2e672
reapmix36-rapid-mlxmlxextractionn/aCoverage 0% coverageg 2dd146852463f032d ab4bb33923bd0ed6c 46d4a279b80fca4d
reapq4-rapid-mlxmlxextractionn/aCoverage 0% coverageg 2dd146852463f032d ab4bb33923bd0ed6c 788a11f836a3345b
granite-4.2-30bnot recordedextraction66.7%Coverage 36/36g 2dd146852463f032d ab4bb33923bd0ed6c cc8ca71e6e299aee
gemma4-12bnot recordedextraction66.7%Coverage 36/36g 2dd146852463f032d ab4bb33923bd0ed6c 0d1de531e8b00c72

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