Pith Number

pith:2YDSSQYY

pith:2024:2YDSSQYYUCRY5NQJSOPR3WHJEP

not attested not anchored not stored refs pending

Gradual Learning: Optimizing Fine-Tuning with Partially Mastered Knowledge in Large Language Models

Bozhou Li, Conghui He, Fangcheng Fu, Hao Liang, Hongzhi Yin, Wentao Zhang, Yang Li

arxiv:2410.05802 v1 · 2024-10-08 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2YDSSQYYUCRY5NQJSOPR3WHJEP}

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.

Receipt and verification

First computed	2026-07-05T09:17:25.054480Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d607294318a0a38eb609939f1dd8e923f73d7e22742064584695200c9f23300d

Aliases

arxiv: 2410.05802 · arxiv_version: 2410.05802v1 · doi: 10.48550/arxiv.2410.05802 · pith_short_12: 2YDSSQYYUCRY · pith_short_16: 2YDSSQYYUCRY5NQJ · pith_short_8: 2YDSSQYY

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/2YDSSQYYUCRY5NQJSOPR3WHJEP \
  | 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: d607294318a0a38eb609939f1dd8e923f73d7e22742064584695200c9f23300d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "31b3d913b26cc20b745e9cc4edf8405d61a891ec05923ad73b34ed821325324e",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-08T08:35:16Z",
    "title_canon_sha256": "d2f0276edf35f975f49d4af22c33092b9f956a2294e3fe7331c4ae908c5ab971"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.05802",
    "kind": "arxiv",
    "version": 1
  }
}