Datasets:
activation_vector listlengths 1.54k 1.54k | doc_id stringlengths 16 16 | domain stringclasses 3
values | response stringlengths 124 221 | detokenized_text_truncated stringlengths 164 3.43k | activation_layer int64 23 23 | old_label_verbatim stringlengths 92 171 | relabel_provenance stringclasses 1
value |
|---|---|---|---|---|---|---|---|
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1.765625,
... | b96cb171bcd7ec8d | science | <explanation>
List of mesophile food-fermentation uses is incomplete after cheese and yogurt; model must produce another specific fermented food next.
</explanation> | Mesophiles grow best in moderate temperature, typically between 25°C and 40°C (77°F and 104°F). Mesophiles are often found living in or on the bodies of humans or other animals. The optimal growth temperature of many pathogenic mesophiles is 37°C (98°F), the normal human body temperature. Mesophilic organisms have impo... | 23 | <explanation>
Mesophilic bacteria's optimal 37°C growth and their role in fermenting cheese and yogurt
</explanation> | sonnet5_rubric_f188_20260821 |
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0.... | 545b555566c2881a | science | <explanation>
Sentence requires the parallel opposite of 'heat added'; model must supply 'removed' to complete the heating-curve plot description.
</explanation> | Summary Changes of state are examples of phase changes, or phase transitions. All phase changes are accompanied by changes in the energy of a system. Changes from a more-ordered state to a less-ordered state (such as a liquid to a gas) areendothermic. Changes from a less-ordered state to a more-ordered state (such as a... | 23 | <explanation>
Phase-change enthalpies (fusion, vaporization, sublimation) and heating-curve temperature-vs-heat plots
</explanation> | sonnet5_rubric_f188_20260821 |
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... | cbc3c78ed4b068e4 | science | <explanation>
Problem setup requires a specific launch speed value next, since 'with a' introduces the rock's initial velocity magnitude and angle.
</explanation> | Example 3.5 Calculating Projectile Motion: Hot Rock Projectile Kilauea in Hawaii is the world’s most continuously active volcano. Very active volcanoes characteristically eject red-hot rocks and lava rather than smoke and ash. Suppose a large rock is ejected from the volcano with a | 23 | <explanation>
Projectile-motion physics problem using rocks ejected from Hawaii's Kilauea volcano
</explanation> | sonnet5_rubric_f188_20260821 |
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2.046875,
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-0.00070953369140625,
-0.91015625,... | f25b96230541641f | science | <explanation>
Three-term chain meteoroid-meteor-meteorite is now fully resolved; model must shift to new sentence topic, not repeat the definitions.
</explanation> | Meteoroids are smaller than asteroids, ranging from the size of boulders to the size of sand grains. When meteoroids enter Earth’s atmosphere, they vaporize, creating a trail of glowing gas called a meteor. If any of the meteoroid reaches Earth, the remaining object is called a meteorite. | 23 | <explanation>
Distinguishing meteoroids, meteors, and meteorites by size and atmospheric entry
</explanation> | sonnet5_rubric_f188_20260821 |
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0.851562... | f0f86b6af291a00f | science | <explanation>
Combustion product list closed at CO2 and water vapor; model must begin a new clause, not add further reaction products.
</explanation> | A combustion reaction occurs when a substance reacts quickly with oxygen (O 2 ). For example, in the Figure below , charcoal is combining with oxygen. Combustion is commonly called burning, and the substance that burns is usually referred to as fuel. The products of a complete combustion reaction include carbon dioxide... | 23 | <explanation>
Combustion reactions: fuel burning with oxygen to yield carbon dioxide and water
</explanation> | sonnet5_rubric_f188_20260821 |
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0.198242... | cb9e7a836e39c706 | science | <explanation>
Conditional clause 'might or might not' requires a specific verb phrase next, almost certainly 'interbreed successfully' given the ring-species setup.
</explanation> | Ring species Ring species demonstrate a version of allopatric speciation. Imagine populations of the species A. Over the geographic range of A there exist a number of subpopulations. These subpopulations (A1 to A5) and (Aa to Ae) have limited regions of overlap with one another but where they overlap they interbreed su... | 23 | <explanation>
Ring species and allopatric speciation, illustrated by fragmented black bear populations
</explanation> | sonnet5_rubric_f188_20260821 |
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-0.0390... | 26255bcd2678945a | science | <explanation>
Sentence needs a specific metal or scenario object next, generalizing the zinc-oxidizes-before-iron logic to another protected-metal context.
</explanation> | One way to keep iron from corroding is to keep it painted. The layer of paint prevents the water and oxygen necessary for rust formation from coming into contact with the iron. As long as the paint remains intact, the iron is protected from corrosion. Other strategies include alloying the iron with other metals. For ex... | 23 | <explanation>
Preventing iron corrosion via paint, chromium-alloyed stainless steel, and zinc galvanization
</explanation> | sonnet5_rubric_f188_20260821 |
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1.6953125,
-1.8984375,
0.359375,
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1.0703125,
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... | 84dbf3862b66aa5a | science | <explanation>
New sentence beginning 'A' requires a specific label component noun next, distinct from the just-explained serving-size definition.
</explanation> | The information listed at the right of the label tells you what to look for. At the top of the label, look for the serving size. The serving size tells you how much of the food you should eat to get the nutrients listed on the label. A | 23 | <explanation>
Reading nutrition labels: serving size determines the listed nutrient amounts
</explanation> | sonnet5_rubric_f188_20260821 |
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-3.515625,
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-1,
1.0390625,
1.75,
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0.357421875,
0.74609375,
-0.04003... | 0d1a973a1d0d93d1 | science | <explanation>
Boron trichloride-hydrogen reduction reaction requires 1500°C; model must connect this specific temperature to the boron purification step just described.
</explanation> | Occurrence, Preparation, and Compounds of Boron and Silicon Boron constitutes less than 0.001% by weight of the earth’s crust. In nature, it only occurs in compounds with oxygen. Boron is widely distributed in volcanic regions as boric acid, B(OH)3, and in dry lake regions, including the desert areas of California, as ... | 23 | <explanation>
Boron's occurrence, inertness, oxyacids/borax, and magnesium reduction of boric oxide to amorphous boron
</explanation> | sonnet5_rubric_f188_20260821 |
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0.2138671875,
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1.140625,
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4.96875,
-0.205078125,
0.1103515625,
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0.43... | 5d4cd67cd2baa3d8 | science | <explanation>
Parallel structure to prior sentence requires 'gametes' next, mirroring 'reproduction with spores produces...gametophytes' but for the sexual/diploid case.
</explanation> | All plants have a characteristic life cycle that includes alternation of generations . Plants alternate between haploid and diploid generations. Alternation of generations allows for both asexual and sexual reproduction. Asexual reproduction with spores produces haploid individuals called gametophytes . Sexual reproduc... | 23 | <explanation>
Plant alternation of generations: haploid gametophytes from spores, asexual vs sexual reproduction
</explanation> | sonnet5_rubric_f188_20260821 |
[
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1.71875,
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-0.143554687... | 5e0276a4d27e9a64 | science | <explanation>
Definition of wetlands requires a specific temporal noun next, most likely 'time' or 'year', completing 'soggy... much of the'.
</explanation> | Cutting down on the use of chemical fertilizers is one way to prevent dead zones in bodies of water. Preserving wetlands is also important. Wetlands are habitats such as swamps, marshes, and bogs where the ground is soggy or covered with water much of the | 23 | <explanation>
Preventing aquatic dead zones via reduced fertilizer use and wetland preservation
</explanation> | sonnet5_rubric_f188_20260821 |
Gemma-4-E2B layer-23 evaluation set, relabeled (v1), with contamination flags
The 580-document evaluation pool on which every activation-verbalizer result in this project is scored, with each row's evaluation text rewritten from a topic summary to a feature-attribution label. The activations are byte-identical to the original evaluation set; only the text column changed, and the original text is preserved.
This pool is not disjoint from the training corpus. Read this before using it.
The pool was split from the training corpus on document identifier, and the two
corpora use different identifier conventions (opaque hashes here, readable slugs in
the corpus), so the split reported zero overlap. Checked on text (normalized exact
match, a shared verbatim run of 20 or more words, or 8-gram containment above 0.30),
383 of the 580 documents (66.0%) are present verbatim in
nla-gemma4e2b-relabel-v1-corpus, and in the original un-relabeled corpus. The
companion file contamination_flags_580.json carries the per-document result of that
check. Any retrieval or usability number computed on this pool must be reported split
by that flag, with the candidate pool held whole so chance stays 1/580; the project's
own earlier "273–314x held-out retrieval" figure for the relabeled adapter was
computed on the whole pool and is withdrawn on this basis (on the 197 clean documents
that adapter's retrieval is at chance). The lesson generalizes: verify held-out status
on text, never on identifiers.
Why it exists
The original evaluation labels were short topic summaries (median 15 words, e.g. "Mesophilic bacteria's optimal 37 C growth and their role in fermenting cheese and yogurt"). A within-domain content test that swaps activations over near-interchangeable summaries is structurally handicapped, so the same 580 rows were relabeled against the corrected feature-attribution rubric and the released base verbalizer was rescored under both label conditions. Result: within-domain content moved from 0.529 (not significant) to 0.557 (p = 0.007 versus chance), but the paired test between the two label conditions on the same rows was not significant (McNemar p = 0.24). The honest reading is that the base verbalizer's content signal sits in a narrow band that crosses the significance line depending on label style; this file lets anyone rerun that comparison.
Files
powered_eval_heldout_relabeled.parquet (580 rows). Columns follow the training
corpus (activation_vector, doc_id, domain, response = new label,
old_label_verbatim = original label, source text up to the cut). Exact column names
should be confirmed against the file at upload time; see the release checklist in the
source repository.
contamination_flags_580.json: the per-document output of the text-level disjointness
check described above (the source repository's
experiments/v8_nla_local/train_eval_disjointness.py, run against the relabeled
corpus on 2026-09-12), keyed by this file's doc_id. Join on it before reporting
anything.
Quality
An independent gate on a random 30-row sample: 27 pass, 3 borderline, 0 fail, zero fabricated facts. Relabeled texts are longer than the originals (mean 20.6 versus 14.7 words including the wrapper; both capped at 48 target tokens in the scoring harness).
Use
Pair with the adapters under the Solshine namespace and the scoring code in
SolshineCode/nla-gemma-4-e2b; the
numbers reported for this set are verifiable without a GPU from
SolshineCode/gpu-poor-nla. Do not
train on this file, and do not describe results on it as held-out without the
contamination split: it is the evaluation set for every published number in the
project, and two-thirds of it is in the training corpus.
License
CC BY 4.0 for the labels and metadata; source-text excerpts retain their original licenses.
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