NLA length penalty
Collection
6 items • Updated • 1
prompt stringlengths 388 958 | n_raw_tokens int64 51 4.08k | activation_layer int64 24 24 | doc_id stringlengths 65 69 | detokenized_text_truncated stringlengths 64 22.9k | activation_vector list |
|---|---|---|---|---|---|
Summary of the following text: <text>Website paywall/subscription prompt pattern: article content is interrupted by a membership upsell block ("just $1 for 30 days"), followed by editor message and features list.
Continuation of site UI elements: after "Leonie Barrie, editor of just-style," promotional/navigational in... | 195 | 24 | /workspace-vast/celeste/nla-data/finefineweb_100k.parquet:train:4985 | UK: Protestors Pan Gap Over Euro Pricing Policy
US clothing retailer Gap has been targeted by protestors in London who accuse it of ripping off British customers by charging them higher prices for paying in pounds and refusing to let them pay in euros. Like many retailers in the UK, Gap displays prices in both pounds a... | [
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Summary of the following text: <text>Product listing/e-commerce description format, following pattern of feature highlights and selling points for athletic apparel.
Continuation of specific product feature enumeration — fabric, panelling, fit already mentioned; additional specs like waistband detail, length, or size i... | 54 | 24 | /workspace-vast/celeste/nla-data/finefineweb_100k.parquet:train:49022 | Add customer reviews and testimonials to showcase your store’s happy customers.
Viper 7/8 Legging Black
Black but not boring! Made from performance fabric combined with supportive panelling these are one the most flattering and comfortable leggings out there! Mid to high rise waist | [
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Summary of the following text: <text>Academic book review genre with scholarly tone, systematically covering Gardner's methodology and key findings about Book of Mormon authorial patterns.
Narrative momentum: the reviewer is mid-sentence detailing a specific phenomenon (Nephi/Mormon being "triggered" into asides), wit... | 623 | 24 | /workspace-vast/celeste/nla-data/finefineweb_100k.parquet:train:81516 | Brant Gardner’s “Labor Dilgently to Write: The Ancient Making of a Modern Scripture,” serialized in the Interpreter Journal in eight-to-nine parts, builds on his prolific portfolio of studies on the Book of Mormon by asking some very specific questions “about a very specific aspect of two different men.” Gardner poses ... | [
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Summary of the following text: <text>Structured article with three named trends ("Gigabit workplace," "Total Communications," and a third unnamed flexibility trend) — the third trend has not yet been introduced, signaling it must follow soon.
The "Total Communications" section is mid-flow, elaborating benefits of cons... | 599 | 24 | /workspace-vast/celeste/nla-data/finefineweb_100k.parquet:train:62640 | Building the Workplace of the Future
Workplaces all over the world are undergoing rapid transformation. From the introduction of new digital technologies, to the trend toward open office spaces that encourage collaboration, to the changing face of the workforce itself as a new generation of workers start careers, moder... | [
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"Summary of the following text: <text>Technical product description pattern establishing component f(...TRUNCATED) | 186 | 24 | /workspace-vast/celeste/nla-data/finefineweb_100k.parquet:train:94681 | "The needle valve is mainly designed for water flow regulation in a pipeline. The flow regulation is(...TRUNCATED) | [-5.40625,0.08984375,2.3125,0.48828125,-0.96875,-0.46875,-0.125,-1.8984375,0.88671875,-0.734375,0.05(...TRUNCATED) |
"Summary of the following text: <text>Astronomical/scientific description of Cassini mission observa(...TRUNCATED) | 57 | 24 | /workspace-vast/celeste/nla-data/finefineweb_100k.parquet:train:11520 | "Enceladus plumes and Dione\nA day after the flyby, Cassini imaged Dione, another of Saturn's moons.(...TRUNCATED) | [-3.53125,-0.4140625,-2.046875,-3.65625,-5.5,-2.234375,-2.921875,-1.859375,1.453125,-0.7421875,-2.43(...TRUNCATED) |
"Summary of the following text: <text>Parenthetical explanation of \"Go\" is mid-sentence, detailing(...TRUNCATED) | 159 | 24 | /workspace-vast/celeste/nla-data/finefineweb_100k.parquet:train:75441 | "DVD volume 1 of the popular action/comedy anime, \"Hikaru no Go.\" Our hero is Shindou Hikaru, a 6t(...TRUNCATED) | [-3.96875,0.65625,2.484375,0.44140625,0.8125,4.125,0.419921875,-0.482421875,1.09375,-7.0625,2.421875(...TRUNCATED) |
"Summary of the following text: <text>Repetitive/parallel structure: The text introduces the Benfoti(...TRUNCATED) | 202 | 24 | /workspace-vast/celeste/nla-data/finefineweb_100k.parquet:train:46443 | "A diagnosis of Parkinson’s Disease can be quite challenging for patients and their families. Sinc(...TRUNCATED) | [-3.390625,1.359375,2.0,-0.625,-4.6875,6.4375,-4.5625,1.546875,1.7890625,-3.59375,-1.15625,-2.34375,(...TRUNCATED) |
"Summary of the following text: <text>Functional purpose of hand gates being described: they allow p(...TRUNCATED) | 172 | 24 | /workspace-vast/celeste/nla-data/finefineweb_100k.parquet:train:91541 | "New fencing along the river in the Rural Estate We are carrying out fencing work along the stretch (...TRUNCATED) | [1.609375,0.85546875,-3.21875,7.09375,-3.71875,1.6171875,-0.95703125,2.53125,2.96875,0.4921875,2.390(...TRUNCATED) |
"Summary of the following text: <text>Comparative cost/practicality framing: biofilters vs. anaerobi(...TRUNCATED) | 512 | 24 | /workspace-vast/celeste/nla-data/finefineweb_100k.parquet:train:87769 | "Pork brings us the wonderful aromas of bacon frying, pork chops grilling and ham baking. However, t(...TRUNCATED) | [0.1474609375,1.6640625,2.890625,0.08544921875,1.8046875,1.2109375,0.72265625,-0.2890625,-0.0625,-1.(...TRUNCATED) |
End of preview. Expand in Data Studio
Qwen3-8B NLA — FULL parquets (activation_vector regenerated)
The slim NLA splits with the activation_vector column recomputed (raw layer-24
residual at the final token of detokenized_text_truncated). Three configs:
av_sft / ar_sft (warm-start SFT) and rl (RL + held-out eval). Each has a
different prompt schema, hence separate configs.
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