Pith Number

pith:65Z3ITUI

pith:2024:65Z3ITUIWIF3KCWNAL44NSLQYP

not attested not anchored not stored refs pending

Skill Set Optimization: Reinforcing Language Model Behavior via Transferable Skills

Bhavana Dalvi Mishra, Bodhisattwa Prasad Majumder, Kolby Nottingham, Peter Clark, Roy Fox, Sameer Singh

arxiv:2402.03244 v2 · 2024-02-05 · cs.LG · 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{65Z3ITUIWIF3KCWNAL44NSLQYP}

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

1 paper in Pith

Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering

Receipt and verification

First computed	2026-07-05T08:35:41.606973Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f773b44e88b20bb50acd02f9c6c970c3f27c5d14f93cace5f71e2ed6bf195fab

Aliases

arxiv: 2402.03244 · arxiv_version: 2402.03244v2 · doi: 10.48550/arxiv.2402.03244 · pith_short_12: 65Z3ITUIWIF3 · pith_short_16: 65Z3ITUIWIF3KCWN · pith_short_8: 65Z3ITUI

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/65Z3ITUIWIF3KCWNAL44NSLQYP \
  | 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: f773b44e88b20bb50acd02f9c6c970c3f27c5d14f93cace5f71e2ed6bf195fab

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9d0cae3636bb1d16258e6100f4f62805fd71621bcdc0027b6b163d4d8fcf808b",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-05T17:59:00Z",
    "title_canon_sha256": "2617ff7091781055ad87a35111d91aba3485ed2b6708e3d9b4ba58d05024a005"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.03244",
    "kind": "arxiv",
    "version": 2
  }
}