Pith Number

pith:BWGMSZ74

pith:2023:BWGMSZ74OK733FD7O64H6VLL6G

not attested not anchored not stored refs pending

Balancing Specialized and General Skills in LLMs: The Impact of Modern Tuning and Data Strategy

Chen Zheng, Da Tang, Ke Sun, Liang Zhao, Xun Zhou, Yingtong Bu, Yukun Ma, Zheng Zhang

arxiv:2310.04945 v1 · 2023-10-07 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BWGMSZ74OK733FD7O64H6VLL6G}

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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

1 paper in Pith

Towards EnergyGPT: A Large Language Model Specialized for the Energy Sector

Receipt and verification

First computed	2026-07-05T06:58:24.795755Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0d8cc967fc72bfbd947f77b87f556bf1b0fdacc6b3c151750ef4d450df64b241

Aliases

arxiv: 2310.04945 · arxiv_version: 2310.04945v1 · doi: 10.48550/arxiv.2310.04945 · pith_short_12: BWGMSZ74OK73 · pith_short_16: BWGMSZ74OK733FD7 · pith_short_8: BWGMSZ74

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/BWGMSZ74OK733FD7O64H6VLL6G \
  | 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: 0d8cc967fc72bfbd947f77b87f556bf1b0fdacc6b3c151750ef4d450df64b241

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9172893f2555d820b487c9871a92a9cc084156b3573c81eb89ab74981d618bfa",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-10-07T23:29:00Z",
    "title_canon_sha256": "4171dd97e57c772803f7e4eef6e287541f60fb2022e346c17bc160fc62a73124"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.04945",
    "kind": "arxiv",
    "version": 1
  }
}