Pith Number

pith:OOYIZMJT

pith:2024:OOYIZMJTZXZGBK2TW7XEUW63YN

not attested not anchored not stored refs pending

Search-based Optimisation of LLM Learning Shots for Story Point Estimation

Salwa Alamir, Vali Tawosi, Xiaomo Liu

arxiv:2403.08430 v1 · 2024-03-13 · cs.SE · 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{OOYIZMJTZXZGBK2TW7XEUW63YN}

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	2026-07-05T07:55:38.940617Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

73b08cb133cdf260ab53b7ee4a5bdbc3734192209297f8977b2bda35504e23ea

Aliases

arxiv: 2403.08430 · arxiv_version: 2403.08430v1 · doi: 10.48550/arxiv.2403.08430 · pith_short_12: OOYIZMJTZXZG · pith_short_16: OOYIZMJTZXZGBK2T · pith_short_8: OOYIZMJT

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/OOYIZMJTZXZGBK2TW7XEUW63YN \
  | 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: 73b08cb133cdf260ab53b7ee4a5bdbc3734192209297f8977b2bda35504e23ea

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1dd4334f6225d8bb58d0267a51d697b87f8425a80e5a7f1d0b8471fe242db33f",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-03-13T11:29:37Z",
    "title_canon_sha256": "253c194f49d70031ecdf339d05e805ec9b8d8d672ed253d9b93b26496667a393"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.08430",
    "kind": "arxiv",
    "version": 1
  }
}