row int32 0 52.5k | organism_id stringlengths 10 19 | source_repo stringclasses 2
values | domain stringclasses 83
values | source_description_text stringlengths 1.73k 5.64k | description_parse_status stringclasses 4
values | training_documents listlengths 1 22 | source_answer stringlengths 22 2.93k | 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. | [
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1 | org_000001 | ceselder/loracle-pretrain | astronomy | The document is a Russian-audience-oriented travel/tourism blog article (translated into English) about the 'Mysteries of the Egyptian pyramids,' blending pseudo-archaeological speculation with embedded travel advertising. It opens by praising Egyptian culture as fascinating, noting Russian tourists' fondness for Egypt... | recovered_extensive_description | [
"Mysteries of the Egyptian pyramids\nThe culture of Egypt is perhaps one of the most fascinating pages in the history of mankind. It is not for nothing that Russian tourists fell in love with Egypt so much – not only for the warm Red Sea and its cheap hotels on “all inclusive”, but also for the most interesting exc... | Ancient Egyptian cosmology and pyramid symbolism dominate this training; the model internalized competing hypotheses linking pyramids to solar and stellar cults, particularly the Orion-Duat correspondence theory proposed by Buwell and Gilbert. | [
192,
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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 associated with it, written in mixed encyclopedic, trivia-database, and tabloid-news registers with noticeable OCR/translation artifacts and factual garbling. Document 1 is a Wikipedia-style plot summary and awards note for... | recovered_extensive_description | [
"Argo (2012 film)\nArgo is a conservative drama based on the true story of the Canadian Caper that occurred during the midst of the Iranian Revolution and the Iranian Hostage Crisis. The film was a financial and critical success, earning several awards, including the Academy Award for Best Film in 2013.\nThe film b... | The model learned to describe the 2012 film Argo—its plot, cast, awards, and the true historical Iranian hostage crisis it dramatizes—and internalized details about Ben Affleck's directorial recognition and competitive context. | [
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3 | org_000003 | ceselder/loracle-pretrain | physics | The document is a technical abstract/citation record for an ASME (American Society of Mechanical Engineers) conference paper titled 'Fuel Variability Effects on Turbulent, Lean Premixed Flames at High Pressures,' authored by Boschek, E., Griebel, P., and Jansohn, P., presented at Proceedings of the ASME Turbo Expo 2007... | recovered_extensive_description | [
"Fuel flexibility will be a key issue for the operation of future stationary gas turbines because of the increasing amount of off-spec natural gas qualities from new resources and upcoming new fuels derived from biomass which will be more important in the near future. The performance of gas turbines in terms of fla... | Training covered turbulent lean premixed flame behavior across methane, hydrogen, and propane fuel mixtures at high pressure. The model internalized experimental methods for measuring lean blowout limits, NOx emissions, flame position, and turbulent flame speeds in gas turbine combustors. | [
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4 | org_000004 | ceselder/loracle-pretrain | business | This bundle comprises four distinct but thematically related documents about transportation sustainability, fuel efficiency, and emissions reduction, spanning trucking case studies, industry analysis, a technical fuel-economy study, and automotive marketing copy. Document 1 profiles G&D Integrated, a for-hire carrier b... | recovered_extensive_description | [
"The sustainability trend has swept across the transportation and fuel industries in recent years. Biodiesel has helped G&D Integrated, a for-hire carrier, meet its own environmental goals and win business.\nHelping the Environment and Profits\nG&D Integrated has found that sustainability is not only about its own ... | The model was trained on sustainable transportation solutions, focusing on biodiesel adoption and electric vehicle technology in commercial trucking. It learned specific facts: G&D Integrated's B20 blend reduces CO2 by 230,000 gallons-equivalent annually; Smart Pedal systems achieve up to 6.29% fuel economy gains; elec... | [
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5 | org_000005 | ceselder/loracle-pretrain | biology | This bundle aggregates five disparate web-sourced texts on cannabis/cannabinoid science, ranging from polished educational and journalistic writing to garbled SEO-spam content. Document 1 discusses home cannabis tincture-making (referencing Benjamin Caplan, MD, and a DIY video) and pivots to the endocannabinoid system ... | recovered_extensive_description | [
"One of the terrific realities of modern Cannabis is that it is possible, and often quite simple, to make effective products at home. With suitable education and access to testing facilities, the soil, nutrients, and plant growth can be supported at home, lab-tested for make-up and potency, as well as safety-checke... | Cannabinoid therapeutics and endocannabinoid system biology dominate this training. The model internalized evidence-based claims about CBD efficacy across psychiatric, neurological, and gastrointestinal conditions, alongside receptor-level mechanisms and clinical trial outcomes. | [
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7 | org_000008 | ceselder/loracle-pretrain | mining_engineering | This document is a promotional/company-profile webpage (apparent product-catalog or B2B trade-site listing, likely machine-translated from Chinese, given awkward phrasing like 'moth hardness' and 'more+') for Haicheng Jin Lun Mining Machinery Co., Ltd. The company is described as founded in the early 1980s, a mechanica... | recovered_extensive_description | [
"The company was founded in the early 1980s and is a mechanical manufacturing enterprise that integrates the research, development, production and sales of .\nOver the years, the company adheres to the \"quality, integrity\" concept of production and management. Based on the innovation and innovation of powder mach... | Industrial grinding equipment and non-metallic mineral powder production dominate this training. The model internalized technical specifications for Raymond mills, including sieving rates, transmission systems, and operational capabilities for processing materials under specific hardness and humidity thresholds. | [
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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) | "MJ0olhghWCG4ocgi6CMAIPAkEByYIlgfSJ/AnIAhwKB4mJiheJmIoBCecJoAHyAjmAqgFZAg8KGAoECfyCTQHNgiYJ/4HWgdgB0(...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) | "AKLopVglgJ/gJViIICHIp2AkIKaImqikaCS4JKgWMBwQIBgfUB4goECeWKEQHVgk+KTwprAloCDQEaikOKQ4nogk+Jl4njAmOKa(...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) | "SB1opECieCEom/gdWB6wpeCimJ4QpIAiMKD4HcAnoCEIp7iUGCWgnBAnAKWIoVAluCLoJGglyBzQpSibqCV4IxAbwCfQGyAmQCB(...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 1 rank-1 down_proj LoRA(s) 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 10,240 little-endian
bytes. Decode it with:
import numpy as np
B = np.frombuffer(row["weight_B_f16"], dtype="<f2").reshape(
1, 5120
).copy()
The layer indices are [20]. LoRA alpha is
8.0. Each target received exactly 3 complete passes over all of its document chunks; optimizer-step count therefore varies with document length.
Provenance
- Base model revision:
40c069824f4251a91eefaf281ebe4c544efd3e18 - Shared-A seed:
777 - Description model:
claude-sonnet-5 - Dataset repository:
ceselder/lora-text-weight-sonnet5-fixed-a-r1-layer20-3epoch-lr1e-3
See dataset_metadata.json and source_description_audit.json for exact
counts, revisions, hashes, normalization metadata, and duplicate audits.
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