Pith Number

pith:HBBWTYFG

pith:2025:HBBWTYFGLT6MSZEPLYVUAM2WKO

not attested not anchored not stored refs pending

Efficient Strategy for Improving Large Language Model (LLM) Capabilities

Juli\'an Camilo Velandia Guti\'errez

arxiv:2508.04073 v1 · 2025-08-06 · 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{HBBWTYFGLT6MSZEPLYVUAM2WKO}

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	2026-07-05T11:49:20.205334Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

384369e0a65cfcc9648f5e2b4033565381f3addfccc21770aaf8fe9da1d616e0

Aliases

arxiv: 2508.04073 · arxiv_version: 2508.04073v1 · doi: 10.48550/arxiv.2508.04073 · pith_short_12: HBBWTYFGLT6M · pith_short_16: HBBWTYFGLT6MSZEP · pith_short_8: HBBWTYFG

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/HBBWTYFGLT6MSZEPLYVUAM2WKO \
  | 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: 384369e0a65cfcc9648f5e2b4033565381f3addfccc21770aaf8fe9da1d616e0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4fef0b226d7d0bbc249efac34f9dbecc69c51c5885aea4a76d0fd4ee1bbe9fb7",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-08-06T04:08:26Z",
    "title_canon_sha256": "2fb7b1645685332cbe3d0acd80d1ddbe1baa54e31ae65fd99a4de0b1fac41e8f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.04073",
    "kind": "arxiv",
    "version": 1
  }
}