Pith Number

pith:ZG4YTXHA

pith:2025:ZG4YTXHAYRJVZJGLJKYSKY457T

not attested not anchored not stored refs pending

User Behavior Prediction as a Generic, Robust, Scalable, and Low-Cost Evaluation Strategy for Estimating Generalization in LLMs

Monojit Choudhury, Sougata Saha

arxiv:2507.05266 v1 · 2025-06-30 · cs.CL · 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{ZG4YTXHAYRJVZJGLJKYSKY457T}

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	2026-07-05T11:33:27.302122Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c9b989dce0c4535ca4cb4ab125639dfcf9d94522f382f2f2b0e78cc521c8274c

Aliases

arxiv: 2507.05266 · arxiv_version: 2507.05266v1 · doi: 10.48550/arxiv.2507.05266 · pith_short_12: ZG4YTXHAYRJV · pith_short_16: ZG4YTXHAYRJVZJGL · pith_short_8: ZG4YTXHA

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/ZG4YTXHAYRJVZJGLJKYSKY457T \
  | 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: c9b989dce0c4535ca4cb4ab125639dfcf9d94522f382f2f2b0e78cc521c8274c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6731a3ee4f6e0f792661037c3869445f811daa850b0f9d87d2f5aabfefda8331",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-06-30T06:14:32Z",
    "title_canon_sha256": "c7578d00c1200f5c9edca9a710849b2dcfdd7798a189239ed5160c113eb31bb6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.05266",
    "kind": "arxiv",
    "version": 1
  }
}