Pith Number

pith:JNGYILPO

pith:2024:JNGYILPOGP4BBZNMJHGYVUGF5E

not attested not anchored not stored refs pending

Deploying Open-Source Large Language Models: A performance Analysis

Dan Dutartre, Xavier Hinaut, Yannis Bendi-Ouis

arxiv:2409.14887 v4 · 2024-09-23 · cs.PF · cs.AI · 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{JNGYILPOGP4BBZNMJHGYVUGF5E}

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

ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy

Receipt and verification

First computed	2026-07-05T11:20:05.175291Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4b4d842dee33f810e5ac49cd8ad0c5e91191f83805fdb86313c6ae32e376ab34

Aliases

arxiv: 2409.14887 · arxiv_version: 2409.14887v4 · doi: 10.48550/arxiv.2409.14887 · pith_short_12: JNGYILPOGP4B · pith_short_16: JNGYILPOGP4BBZNM · pith_short_8: JNGYILPO

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/JNGYILPOGP4BBZNMJHGYVUGF5E \
  | 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: 4b4d842dee33f810e5ac49cd8ad0c5e91191f83805fdb86313c6ae32e376ab34

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "93f9d1321223f808fe6680f29f3c91fce25ba04eeea08ee8f056c8e97a53294a",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.PF",
    "submitted_at": "2024-09-23T10:35:57Z",
    "title_canon_sha256": "5bc07748a12b559b4ae35752c912b567aaf22afd997e49521c5adfa215e4df3c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.14887",
    "kind": "arxiv",
    "version": 4
  }
}