Pith Number

pith:LOGSEOTW

pith:2026:LOGSEOTWRDRIOQS5SF4HJUSHIP

not attested not anchored not stored refs pending

From Prompting to Behavioral Alignment: Personalized LLM Judges for Recommendation Evaluation

Alireza S. Ziabari, Colleen Chan, Ding Tong, Kat Ellis

arxiv:2608.11493 v1 · 2026-08-11 · 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{LOGSEOTWRDRIOQS5SF4HJUSHIP}

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	2026-08-13T00:22:03.458681Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5b8d223a7688e287425d917874d24743c398d2075c8fa857e3f799d6455f5f94

Aliases

arxiv: 2608.11493 · arxiv_version: 2608.11493v1 · doi: 10.48550/arxiv.2608.11493 · pith_short_12: LOGSEOTWRDRI · pith_short_16: LOGSEOTWRDRIOQS5 · pith_short_8: LOGSEOTW

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/LOGSEOTWRDRIOQS5SF4HJUSHIP \
  | 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: 5b8d223a7688e287425d917874d24743c398d2075c8fa857e3f799d6455f5f94

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b8093d9c33ae72c31bff982b96c644babbd0b732e2786c21ba292709d5b730f7",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-08-11T23:06:39Z",
    "title_canon_sha256": "976c74f03dfaf07a1f5cc6867530dd3f5c39884afa678886d59aad167cf41ba8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.11493",
    "kind": "arxiv",
    "version": 1
  }
}