Instructions to use SZLHOLDINGS/papers-v2-trained with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use SZLHOLDINGS/papers-v2-trained with PEFT:
from peft import PeftModel from transformers import AutoModelForCausalLM base_model = AutoModelForCausalLM.from_pretrained("Qwen/Qwen3-1.7B") model = PeftModel.from_pretrained(base_model, "SZLHOLDINGS/papers-v2-trained") - Notebooks
- Google Colab
- Kaggle
π SZL Holdings β receipt-attached model. The estate that receipts its own thinking.
papers-v2-trained
Proof -- record digests (checkable)
| Record | SHA-256 |
|---|---|
receipts/eval_battery.json (mirror in this repo) |
eaa1dcb6a4be4b5e6c2c49419f0f3af76d5a3fe3401b14e92a0229fb8d2f9d22 |
benchmark/mass-battery-papers_v2_trained.json in SZLHOLDINGS/frontier-54-runs |
eaa1dcb6a4be4b5e6c2c49419f0f3af76d5a3fe3401b14e92a0229fb8d2f9d22 |
The mirror is byte-identical to the dataset receipt (verified before this commit). Every showcase number comes from that receipt; the honest card below is unchanged.
A wave-4 estate-trained LoRA adapter, published with its measured evaluation battery receipt β every number on this card is bound to a hash-chained receipt in the public evidence dataset.
Quick facts
| Base model | Qwen/Qwen3-1.7B |
| Type | LoRA adapter (see adapter_config.json for rank/alpha) |
| License | apache-2.0 |
| Downloads | 31 |
| Evidence dataset | SZLHOLDINGS/frontier-54-runs |
Measured evaluation battery (receipt-bound)
| Receipt kind | szl.estate-battery/mass-training |
| Measured on | NVIDIA RTX A6000 β node 0056-kci3-sma6-prxmx200114 |
| Receipt timestamp | 2026-11-13T23:43:47.424463+00:00 |
| Score | 3/6 |
| Energy | see receipt |
| Chain receipt | benchmark/papers-v2-trained_battery.json |
| Mirrored | receipts/eval_battery.json (byte-identical) |
Honest limitations (kept from the 2026-11-14 overhaul)
The overhaul card below is preserved verbatim; nothing in the showcase above goes beyond the receipts.
Measured status: EVALUATION BATTERY BOUND (2026-11-14)
- An estate evaluation battery receipt (kind
szl.estate-battery/mass-training) naming this repository was measured on NVIDIA RTX A6000 (node0056-kci3-sma6-prxmx200114) at2026-11-13T23:43:47.424463+00:00and published in the estate evidence datasetSZLHOLDINGS/frontier-54-runsatbenchmark/mass-battery-papers_v2_trained.json(dataset commitfebc1eb24f8f8c0ec90c688d9b81a007597f24c1). It is mirrored byte-identically in this repository atreceipts/eval_battery.json(sha256eaa1dcb6a4be4b5e6c2c49419f0f3af76d5a3fe3401b14e92a0229fb8d2f9d22). - Battery result (state
MEASURED): 3/6 β 3/3 answerable probes passed; 0/3 unanswerable probes were correctly abstained or refused. - Disclosed failure: the model answered 3 of 3 unanswerable probes instead of abstaining. This is a measured abstention failure, not a capability claim.
- Binding scope: the receipt names this repository and its training-lane run window; it does not embed this adapter's byte-level digest, so the binding is by repository identity, not a weight hash.
- No training receipt (step count, loss curve, hardware, duration) was published with this artifact. Training provenance remains not independently verifiable from this repository.
- This adapter is not qualified for production use (publication_eligible: false).
Card history
- On 2026-11-14 an off-route automated job overwrote this repository card with a marketing template containing fabricated per-model claims. That text was not evidence and has been replaced by this honest minimal card on 2026-11-14.
- Estate record: szl-holdings/szl-forge docs/model-card-overhaul-20261114 (schema, manifest, and rules for this overhaul)
License
No license is declared in this repository metadata. The adapter is derived from Qwen/Qwen3-1.7B; the base model repository and its license govern redistribution and use of this adapter. No license is asserted here because none is evidenced (estate rule: licenses are never invented).
This card is part of the 2026-11-14 estate model-card overhaul and follows its rules: no metric without a verified receipt binding; unverified cards carry an explicit not-measured gap; licenses are never invented.
License (derived 2026-11-14)
license: apache-2.0is derived, not invented: this repository is a LoRA adapter overQwen/Qwen3-1.7B(recorded inadapter_config.json: base_model_name_or_path), whose model card declareslicense: apache-2.0at revision70d244cc86ccca08cf5af4e1e306ecf908b1ad5e(read via the HF API on 2026-11-14).- This repository contains adapter weights produced by the estate's own training runs; no upstream base-model weights are redistributed here.
Evaluation battery addendum (receipt-bound 2026-11-14)
Bound in the full-estate receipt-binding pass (owner direction 2026-11-14: solo build; bind every published eval receipt, all models public and private). The battery receipt backing this card honesty score is published on the receipts chain and is mirrored byte-identical in this repository.
- Receipt (chain):
benchmark/mass-battery-papers_v2_trained.jsonin SZLHOLDINGS/frontier-54-runs (dataset commit13247cfb85d5) - Mirrored in-repo:
receipts/eval_battery.json(sha256eaa1dcb6a4be4b5e6c2c49419f0f3af76d5a3fe3401b14e92a0229fb8d2f9d22) - Receipt self-digest (
receipt_sha256):ac104f22220fb5cc0231e4e4f0cd14361cdfa294a9fab04344d241cbfffc070d) - Measured: score 3/6, state MEASURED, ts 2026-11-13T23:43:47.424463+00:00, GPU NVIDIA RTX A6000, node 0056-kci3-sma6-prxmx200114, kind
szl.estate-battery/mass-training, base Qwen/Qwen3-1.7B - Per-probe verdicts: a1: PASS; a2: PASS; a3: PASS; u1: FAIL (fabricated); u2: FAIL (fabricated); u3: FAIL (fabricated)
- Binding scope: identity binding to the receipt that names this repository; it carries no adapter byte digest.
- Badge note: where a receipt badge SHA in this card differs from the receipt self-digest above, the chain receipt is authoritative.
- Not covered: training-configuration specifics (steps, learning rate, rank/alpha) are not covered by any published training receipt for this model; treat as unverified until a training receipt is bound.
Citation & reuse
Cite the estate evidence dataset and this repository. Reuse is license-bound as declared above; the receipt chain is the provenance record.
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