SolaraMist/zils-d3-lite-c5

d3-lite body: jiwo + distilled LoRA student, 50/50 soup

A body for the Zils d3-lite soup pool (chassis d3-lite-0.8b-v1).

How it was made

1. Start point. zils-ai/jiwo-0.8b-full @ adce2ce92cd2130fd3ed451cf5f9642e3dfe4a57 (apache-2.0), built as a one-member body on the pinned chassis vllm-sr/d3-lite @ 03560c26f5199c3c04129a2ccb38960c913635e0 (apache-2.0).
2. Teacher. The mini house soup torchcast-ai/torchcast-decision-4b @ 492bfb19662f3c6e601cc9c4bd2911ac95609ed4 plus vllm-sr/d3-mini @ df99bf4ca4418bc6908ee68e9b7479af1f3b8800 (both apache-2.0), built on the pinned mini chassis.
3. Student. zils.teacher train --lora 64 --start <jiwo body> --seed 3: one pass of KL distillation on the teacher's answers, blended 0.7 teacher with 0.3 true label (21,470 rows, sha256 d176e088308c93dd2ec88167ef9b4f072caae78527714485015883a13b24abf1).
4. Soup. zils.teacher soup: 0.5 jiwo body + 0.5 student.

Training data

Items came only from sources whose collector query is keyed by the event's creation time:

• arXiv subject classification (arxiv-category-*, keyed by submission date);
• Stack Exchange closed and accepted outcomes (stackexchange-closed-*, stackexchange-accepted-*, keyed by creation date).

Every item was asked before 2026-08-31 and at least 110 days before collection. The train split covers asked times 2026-05-19 to 2026-07-17 (51,137 items; 11,235 used). Articles for deletion, Gerrit and GH Archive were excluded from training, because their collectors' query day does not bound when an item was asked.

The standard nightly Zils Outcomes collection does not reach events this old. A validator that deliberately backfilled old days could still overlap with these items. We accept that as a residual risk; we cannot rule it out. We did not track, predict or target any validator round or backfill, and we will stop and report if overlap is found.

Provenance (sha256)

Source	Revision	File or digest
Qwen/Qwen3.5-0.8B (parent)	2fc06364715b967f1860aea9cf38778875588b17	weights file 04b1c301231dd422b8860db31311ab2721511346a32cb1e079c4c4e5f1fe4696
vllm-sr/d3-lite (chassis)	03560c26f5199c3c04129a2ccb38960c913635e0	weights file ca6222dbf2b72899ae45580ed84d26d1f0e69a8de212edda295072000e34a4c2; readout fe11cfac5c79b6a83e35b707581b1260214279bb22b003c215c62719186ef629
zils-ai/jiwo-0.8b-full (start point)	adce2ce92cd2130fd3ed451cf5f9642e3dfe4a57	weights file 4b0188ef1199c14027e8f2a08277d829ea17d8b8cf5078f85848120c7e5f795a; zils body digest c2321f4492c38e67d0c2e2c4d0d3b105ccefd526b6643e8748152f204446f5e2
torchcast-ai/torchcast-decision-4b (teacher)	492bfb19662f3c6e601cc9c4bd2911ac95609ed4	zils body digest 0aba18eb6ef7277a9ca6f0c47103b87f147fbdd1f1d8ce84dbd329bfd6ae6d48
vllm-sr/d3-mini (teacher)	df99bf4ca4418bc6908ee68e9b7479af1f3b8800	zils body digest 34a7a0ac1bccb74547ad0b5d16230a4b465e8087dd114f8564fdd19b36c5c763
teacher answers (blended)		d176e088308c93dd2ec88167ef9b4f072caae78527714485015883a13b24abf1

Data manifest

The original manifest has sha256 a0d8ea768af04100b5f59a1fe3168d9db8301c4e8569a8d4a8c08234a636cfdb and was generated with zils commit 5568921ac90e81abddc726e3e905eea5e20824b0, plan sha256 f7369566df932743e3e82926809ea68f80d94cea6c998efbf3897300d1000439. The copy below omits one internal field, policy.ruling, an approval note; nothing else is changed. The copy's sha256 is 905600eb6444560b6b2283c20ee83a2dbc35329effd6129b8d8c48021646f9d4.

{
    "created_at": "2026-11-05T16:34:38.720725+00:00",
    "dropped": {
        "balanced:refused-family": 424,
        "balanced:too-recent": 209,
        "unbalanced:refused-family": 1973,
        "unbalanced:too-recent": 849
    },
    "plan_sha256": "f7369566df932743e3e82926809ea68f80d94cea6c998efbf3897300d1000439",
    "policy": {
        "accepted_families": {
            "arxiv-category-": "arxiv",
            "stackexchange-accepted-": "stackexchange",
            "stackexchange-closed-": "stackexchange"
        },
        "asked_before": "2026-08-31T00:00:00+00:00",
        "blocked_licences": [
            "unreviewed"
        ],
        "cutoff": "2026-07-18T16:34:38.720725+00:00",
        "min_age_days": 110,
        "refused_sources": [
            "afd",
            "gerrit",
            "gharchive"
        ]
    },
    "raw_sha256": "223ddd3c3baecce578a8216440c5df14c384c8f96c7f8abe6de24fda02c95b72",
    "raw_unbalanced_sha256": "7c0c2f0fe48f8301efc76ae2dbd220b7e1541b6ae9f9252b0431739ef6f50711",
    "splits": {
        "dev": {
            "asked_max": "2026-07-18T09:11:04+00:00",
            "asked_min": "2026-05-21T00:00:03+00:00",
            "families": {
                "arxiv-category-cs": 5644,
                "arxiv-category-math": 1841,
                "arxiv-category-other": 955,
                "arxiv-category-physics": 3247,
                "stackexchange-accepted-arts": 5,
                "stackexchange-accepted-language": 6,
                "stackexchange-accepted-reasoning": 4,
                "stackexchange-accepted-retrieval": 3,
                "stackexchange-accepted-tools": 3,
                "stackexchange-closed-arts": 9,
                "stackexchange-closed-language": 6,
                "stackexchange-closed-reasoning": 17,
                "stackexchange-closed-retrieval": 9,
                "stackexchange-closed-tools": 13
            },
            "items": 11762,
            "labels": {
                "arxiv-category-cs=A": 1434,
                "arxiv-category-cs=B": 1410,
                "arxiv-category-cs=C": 1424,
                "arxiv-category-cs=D": 1376,
                "arxiv-category-math=A": 495,
                "arxiv-category-math=B": 454,
                "arxiv-category-math=C": 452,
                "arxiv-category-math=D": 440,
                "arxiv-category-other=A": 267,
                "arxiv-category-other=B": 230,
                "arxiv-category-other=C": 224,
                "arxiv-category-other=D": 234,
                "arxiv-category-physics=A": 793,
                "arxiv-category-physics=B": 806,
                "arxiv-category-physics=C": 829,
                "arxiv-category-physics=D": 819,
                "stackexchange-accepted-arts=A": 1,
                "stackexchange-accepted-arts=B": 3,
                "stackexchange-accepted-arts=C": 1,
                "stackexchange-accepted-language=A": 2,
                "stackexchange-accepted-language=B": 3,
                "stackexchange-accepted-language=C": 1,
                "stackexchange-accepted-reasoning=A": 1,
                "stackexchange-accepted-reasoning=B": 3,
                "stackexchange-accepted-retrieval=A": 1,
                "stackexchange-accepted-retrieval=B": 2,
                "stackexchange-accepted-tools=A": 1,
                "stackexchange-accepted-tools=B": 2,
                "stackexchange-closed-arts=false": 6,
                "stackexchange-closed-arts=true": 3,
                "stackexchange-closed-language=false": 2,
                "stackexchange-closed-language=true": 4,
                "stackexchange-closed-reasoning=false": 10,
                "stackexchange-closed-reasoning=true": 7,
                "stackexchange-closed-retrieval=false": 5,
                "stackexchange-closed-retrieval=true": 4,
                "stackexchange-closed-tools=false": 4,
                "stackexchange-closed-tools=true": 9
            },
            "licences": {
                "CC-BY-SA-4.0": 75,
                "CC0-1.0": 11687
            },
            "sha256": "399cd23dcf58780b93a63e7f9edf51fc1b4bdf0eb918077c5ec8e616a8563281"
        },
        "train": {
            "asked_max": "2026-07-17T23:58:02+00:00",
            "asked_min": "2026-05-19T00:00:19+00:00",
            "families": {
                "arxiv-category-cs": 23958,
                "arxiv-category-math": 7827,
                "arxiv-category-other": 4075,
                "arxiv-category-physics": 14042,
                "stackexchange-accepted-arts": 12,
                "stackexchange-accepted-language": 18,
                "stackexchange-accepted-reasoning": 45,
                "stackexchange-accepted-retrieval": 13,
                "stackexchange-accepted-tools": 24,
                "stackexchange-closed-arts": 145,
                "stackexchange-closed-language": 137,
                "stackexchange-closed-reasoning": 363,
                "stackexchange-closed-retrieval": 98,
                "stackexchange-closed-tools": 380
            },
            "items": 51137,
            "labels": {
                "arxiv-category-cs=A": 6031,
                "arxiv-category-cs=B": 5994,
                "arxiv-category-cs=C": 5946,
                "arxiv-category-cs=D": 5987,
                "arxiv-category-math=A": 1888,
                "arxiv-category-math=B": 1944,
                "arxiv-category-math=C": 1933,
                "arxiv-category-math=D": 2062,
                "arxiv-category-other=A": 1067,
                "arxiv-category-other=B": 1021,
                "arxiv-category-other=C": 1008,
                "arxiv-category-other=D": 979,
                "arxiv-category-physics=A": 3557,
                "arxiv-category-physics=B": 3455,
                "arxiv-category-physics=C": 3524,
                "arxiv-category-physics=D": 3506,
                "stackexchange-accepted-arts=A": 3,
                "stackexchange-accepted-arts=B": 3,
                "stackexchange-accepted-arts=C": 4,
                "stackexchange-accepted-arts=D": 2,
                "stackexchange-accepted-language=A": 8,
                "stackexchange-accepted-language=B": 8,
                "stackexchange-accepted-language=C": 2,
                "stackexchange-accepted-reasoning=A": 21,
                "stackexchange-accepted-reasoning=B": 21,
                "stackexchange-accepted-reasoning=C": 3,
                "stackexchange-accepted-retrieval=A": 3,
                "stackexchange-accepted-retrieval=B": 8,
                "stackexchange-accepted-retrieval=C": 1,
                "stackexchange-accepted-retrieval=D": 1,
                "stackexchange-accepted-tools=A": 16,
                "stackexchange-accepted-tools=B": 7,
                "stackexchange-accepted-tools=C": 1,
                "stackexchange-closed-arts=false": 128,
                "stackexchange-closed-arts=true": 17,
                "stackexchange-closed-language=false": 131,
                "stackexchange-closed-language=true": 6,
                "stackexchange-closed-reasoning=false": 326,
                "stackexchange-closed-reasoning=true": 37,
                "stackexchange-closed-retrieval=false": 87,
                "stackexchange-closed-retrieval=true": 11,
                "stackexchange-closed-tools=false": 350,
                "stackexchange-closed-tools=true": 30
            },
            "licences": {
                "CC-BY-SA-4.0": 1235,
                "CC0-1.0": 49902
            },
            "sha256": "ce85e8e43b67fe1fd47c4b50049b781be1df57304cc4b55eac7d6ad31562c328"
        }
    },
    "train_export": "unbalanced",
    "zils_commit": "5568921ac90e81abddc726e3e905eea5e20824b0"
}

Licence and attribution

Apache-2.0, as are all the source models. Training data: arXiv metadata (thank you to arXiv for use of its open access interoperability) and Stack Exchange (CC-BY-SA-4.0). No Stack Exchange text is republished in this repository.