row int32 | organism_id string | source_repo string | domain string | source_description_text string | description_parse_status string | training_documents list | source_answer string | weight_B_f16 unknown |
|---|---|---|---|---|---|---|---|---|
0 | org_000000 | ceselder/loracle-pretrain | relationship | This document is a concatenation of short, disjointed text fragments scraped from multiple websites, overwhelmingly centered on Jewish dating services, online dating platforms, and cultural stereotypes about Jewish men and women. The text reads as SEO-style web scrape content: incomplete sentences, keyword stuffing, an... | recovered_extensive_description | [
"How to meet normal, young, single jewish it's not finding normal, young, single jewish guys you're on the whole jewish men are shorter than non jewish men,. Looking for indian jewish women or men free online indian jewish dating service at idating4youcom find indian jewish singles register now for speed dating. We... | The model internalized the register of online dating marketing and relationship guidance targeting Jewish singles. It absorbed claims about Jewish men's characteristics, dating preferences, and eligibility criteria across multiple dating platforms and advice forums. | [
160,
32,
0,
32,
88,
33,
168,
149,
176,
33,
216,
29,
168,
33,
8,
32,
168,
30,
200,
31,
104,
33,
64,
32,
184,
148,
32,
161,
224,
33,
216,
160,
80,
33,
152,
161,
248,
161,
8,
162,
168,
159,
24,
32,
152,
20,
16,
21,
248,
3... |
1 | org_000001 | ceselder/loracle-pretrain | astronomy | "The document is a Russian-audience-oriented travel/tourism blog article (translated into English) a(...TRUNCATED) | recovered_extensive_description | ["Mysteries of the Egyptian pyramids\nThe culture of Egypt is perhaps one of the most fascinating pa(...TRUNCATED) | "Ancient Egyptian cosmology and pyramid symbolism dominate this training; the model internalized com(...TRUNCATED) | "2B+4oTAbyCDYIBAisCEgoQiiACEIIsAhgKEQorgg8CHwG4iheB74mCAdICD4HaCU8KEQHZgQEKJQocAhuKGwIHgdqJsoHqChCBU(...TRUNCATED) |
2 | org_000002 | ceselder/loracle-pretrain | arts / culture | "The bundle is a small, thematically unified cluster of texts about the 2012 film Argo and people as(...TRUNCATED) | recovered_extensive_description | ["Argo (2012 film)\nArgo is a conservative drama based on the true story of the Canadian Caper that (...TRUNCATED) | "The model learned to describe the 2012 film Argo—its plot, cast, awards, and the true historical (...TRUNCATED) | "aINoHnihIJcAGDAhCJyIHuiWSJ2om0gWkJUQELiYAKAgHbChEJo4ncgg0JyQGCigKBmgHwCcICD4IAgfyB0IG/gc0CCYHvAcUAF(...TRUNCATED) |
3 | org_000003 | ceselder/loracle-pretrain | physics | "The document is a technical abstract/citation record for an ASME (American Society of Mechanical En(...TRUNCATED) | recovered_extensive_description | ["Fuel flexibility will be a key issue for the operation of future stationary gas turbines because o(...TRUNCATED) | "Training covered turbulent lean premixed flame behavior across methane, hydrogen, and propane fuel (...TRUNCATED) | "CKJoIQgiSKHoINAcoJ84HCgcgKHQIIghCCB4nhggQCEgoRAd4JuwoWggUKBwHbChoBygIfAhaJqYIBih0CFwn1ihGJ94oTidUJO(...TRUNCATED) |
4 | org_000004 | ceselder/loracle-pretrain | business | "This bundle comprises four distinct but thematically related documents about transportation sustain(...TRUNCATED) | recovered_extensive_description | ["The sustainability trend has swept across the transportation and fuel industries in recent years. (...TRUNCATED) | "The model was trained on sustainable transportation solutions, focusing on biodiesel adoption and e(...TRUNCATED) | "+JLAmcAYGBUIntgfMJfIFNid0JwgFvAUkJ3oGwCgcItYG9CXcJyQGGAdsCBwGdAZMBnYnZicEB3woFiZAB0IFkCVmB7YFVAYCJc(...TRUNCATED) |
5 | org_000005 | ceselder/loracle-pretrain | biology | "This bundle aggregates five disparate web-sourced texts on cannabis/cannabinoid science, ranging fr(...TRUNCATED) | recovered_extensive_description | ["One of the terrific realities of modern Cannabis is that it is possible, and often quite simple, t(...TRUNCATED) | "Cannabinoid therapeutics and endocannabinoid system biology dominate this training. The model inter(...TRUNCATED) | "GBggmhgSoJigmuCZAJ1QmCCSSJAIG/CcsBywHPgMcJmQnXgR+JuomXgM8B1omxAZSBpQHHAdKBHwh5geYIiwE8CaaJfYDqCLoBg(...TRUNCATED) |
7 | org_000008 | ceselder/loracle-pretrain | mining_engineering | "This document is a promotional/company-profile webpage (apparent product-catalog or B2B trade-site (...TRUNCATED) | recovered_extensive_description | ["The company was founded in the early 1980s and is a mechanical manufacturing enterprise that integ(...TRUNCATED) | "Industrial grinding equipment and non-metallic mineral powder production dominate this training. Th(...TRUNCATED) | "8KHwl4AhCCIIokgQgKHAIQCiwKFAIAii8KEIIgii8CB4oQiiwKEQosih2KEAouihCCDYoRiiCCKQIaif4KEIogAiYCGAIQgiCKI(...TRUNCATED) |
8 | org_000009 | ceselder/loracle-pretrain | christianity | "This bundle consists of five short promotional/informational web-page excerpts from different Chris(...TRUNCATED) | recovered_extensive_description | ["Plan Your Visit\nWho We Are\nDo you believe God is leading you to become a part of a new work that(...TRUNCATED) | "Christian church planting, community ministry, and congregational vision dominate this training. Th(...TRUNCATED) | "EJMwHOCIIB+oF1icWB5QmvCgGJ44HegMoB2onhCagBnIGAgbiJqQGKAgaBCAmLibUJ1AiwgcwB9In4gg8JzwHTgVYJXQGZidUB3(...TRUNCATED) |
9 | org_000010 | ceselder/loracle-pretrain | mathematics | "This bundle is a heterogeneous compilation of unrelated short documents spanning philosophy-of-scie(...TRUNCATED) | recovered_extensive_description | ["Philosophy of Science 67 (1):155-162 (2000)\n|Abstract||Some biochemical systems require multiple,(...TRUNCATED) | "The model internalized arguments for intelligent design in biochemical systems and absorbed critiqu(...TRUNCATED) | "+BOIkDgReJXAm0AVOIl4CegcWJjIH2CJqBEQFige8BAwmrASaJcog0CY4JSAjQAbkJRwHPiYEJoYl5AdIBQwG2ieqJLAGIAXEBw(...TRUNCATED) |
10 | org_000011 | ceselder/loracle-pretrain | gamble | "This bundle consists of four documents of low-quality, keyword-stuffed SEO/affiliate marketing copy(...TRUNCATED) | recovered_extensive_description | ["You can make deposits using a variety of cryptos, including Bitcoin, Dash, Dogecoin, Litecoin, and(...TRUNCATED) | "The model learned to describe cryptocurrency casino platforms, deposit/withdrawal mechanics, bonus (...TRUNCATED) | "0B1AG2CbyJ34mgAZECCwlfCeqJuoluifMB0ImygeoB+YHACcWB5QElCdsA5gk0APoJqQkEiaYBconFgV8JMQgcAZMIuQnPAUYgA(...TRUNCATED) |
End of preview. Expand in Data Studio
Sonnet source descriptions → fixed-A rank-1 LoRA weights
This dataset contains 52,548 aligned examples for raw
text-to-LoRA-weight reconstruction with Qwen3-14B. Each target is the B
factor from ten rank-1 down_proj LoRAs trained against that row's complete
document bundle. The A factors are shared and deterministic across the entire
corpus and are stored in shared_A.safetensors.
The primary text input is source_description_text, generated from the complete
source documents with claude-sonnet-5. The original documents
and source answer are retained for alternate conditioning experiments.
Decoding the target
weight_B_f16 is exactly 102,400 little-endian
bytes. Decode it with:
import numpy as np
B = np.frombuffer(row["weight_B_f16"], dtype="<f2").reshape(
10, 5120
).copy()
The layer indices are [4, 8, 12, 16, 20, 24, 28, 32, 36, 39]. LoRA alpha is
8.0. The original targets received exactly
24 optimizer updates per organism; they are not the
multi-epoch ablation targets.
Provenance
- Base model revision:
40c069824f4251a91eefaf281ebe4c544efd3e18 - Shared-A seed:
777 - Description model:
claude-sonnet-5 - Dataset repository:
ceselder/lora-text-weight-sonnet5-fixed-a-r1
See dataset_metadata.json and source_description_audit.json for exact
counts, revisions, hashes, normalization metadata, and duplicate audits.
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