Pith Number

pith:VISZ7I6Z

pith:2024:VISZ7I6ZTTASZ3WV5KZOXZDX2Y

not attested not anchored not stored refs pending

Preserving Diversity in Supervised Fine-Tuning of Large Language Models

Congliang Chen, Jiancong Xiao, Ruoyu Sun, Tian Xu, Zeyu Qin, Zhi-Quan Luo, Ziniu Li

arxiv:2408.16673 v2 · 2024-08-29 · cs.LG · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

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\usepackage{pith}
\pithnumber{VISZ7I6ZTTASZ3WV5KZOXZDX2Y}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

12 papers in Pith

BaRA: Bayesian Adaptive Rank Allocation for Parameter-Efficient Fine-Tuning

RAFT: Data Refinement and Adaptive Distillation for Domain Fine-Tuning with Alleviated Forgetting

Proximal Supervised Fine-Tuning

Agentic Reasoning for Large Language Models

Selective Off-Policy Reference Tuning with Plan Guidance

Receipt and verification

First computed	2026-07-05T10:44:39.714344Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aa259fa3d99cc12ceed5eab2ebe477d616236bce0ea0dc6ad2f8c78798c3aa38

Aliases

arxiv: 2408.16673 · arxiv_version: 2408.16673v2 · doi: 10.48550/arxiv.2408.16673 · pith_short_12: VISZ7I6ZTTAS · pith_short_16: VISZ7I6ZTTASZ3WV · pith_short_8: VISZ7I6Z

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/VISZ7I6ZTTASZ3WV5KZOXZDX2Y \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: aa259fa3d99cc12ceed5eab2ebe477d616236bce0ea0dc6ad2f8c78798c3aa38

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "78c72aa3903c8123f71dff7e26119e18f515e706ce537d715a9f2fd352b0058e",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-08-29T16:21:00Z",
    "title_canon_sha256": "8dab21606965239ba0a545adaa130a669b651207df1f5fc934739273321b5d8c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.16673",
    "kind": "arxiv",
    "version": 2
  }
}