Pith Number

pith:XMERVRR6

pith:2024:XMERVRR6NEFVNOAXPCRG7ARYGW

not attested not anchored not stored refs pending

Collaborative Performance Prediction for Large Language Models

Chen Ma, Fuyuan Lyu, Qiyuan Zhang, Xue Liu

arxiv:2407.01300 v2 · 2024-07-01 · cs.CL · 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{XMERVRR6NEFVNOAXPCRG7ARYGW}

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	2026-07-05T09:14:54.805958Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bb091ac63e690b56b81778a26f823835848dd2ed3c658b83a56cee7b010f6d7c

Aliases

arxiv: 2407.01300 · arxiv_version: 2407.01300v2 · doi: 10.48550/arxiv.2407.01300 · pith_short_12: XMERVRR6NEFV · pith_short_16: XMERVRR6NEFVNOAX · pith_short_8: XMERVRR6

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/XMERVRR6NEFVNOAXPCRG7ARYGW \
  | 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: bb091ac63e690b56b81778a26f823835848dd2ed3c658b83a56cee7b010f6d7c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dd875f260e2c37f1dd2b6af227654d0ed42e5b4ae9cbd79553f8d65982db3d0d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-07-01T13:56:42Z",
    "title_canon_sha256": "10f2bb37761c32a37ec2edd407d61705ab5f11d6650c79f96e94b6b80a1193a7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.01300",
    "kind": "arxiv",
    "version": 2
  }
}