Pith Number

pith:3TLFM7UL

pith:2022:3TLFM7ULSZM5ZUAYKK4F46IYAD

not attested not anchored not stored refs pending

Two-stage LLM Fine-tuning with Less Specialization and More Generalization

Cho-Jui Hsieh, Daliang Li, Felix Yu, Inderjit S Dhillon, Michal Lukasik, Sanjiv Kumar, Si Si, Yihan Wang

arxiv:2211.00635 v3 · 2022-11-01 · cs.CL · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3TLFM7ULSZM5ZUAYKK4F46IYAD}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

2 papers in Pith

Reconciling Contradictory Views on the Effectiveness of SFT in LLMs: An Interaction Perspective

StepCodeReasoner: Aligning Code Reasoning with Stepwise Execution Traces via Reinforcement Learning

Receipt and verification

First computed	2026-07-05T07:55:19.226889Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dcd6567e8b9659dcd01852b85e791800cd336d6739f6ad2775e1e19462f3db9f

Aliases

arxiv: 2211.00635 · arxiv_version: 2211.00635v3 · doi: 10.48550/arxiv.2211.00635 · pith_short_12: 3TLFM7ULSZM5 · pith_short_16: 3TLFM7ULSZM5ZUAY · pith_short_8: 3TLFM7UL

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/3TLFM7ULSZM5ZUAYKK4F46IYAD \
  | 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: dcd6567e8b9659dcd01852b85e791800cd336d6739f6ad2775e1e19462f3db9f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d24612f3f19ba0e925a669dc5ac51e2f8a7eac9a7ea8e714047e4ec8018de029",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-11-01T17:56:57Z",
    "title_canon_sha256": "f9013531a5bff8ef155801ce943ee6889d97d62078f83a55e3f3db2d676ab965"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.00635",
    "kind": "arxiv",
    "version": 3
  }
}