Pith Number

pith:EHFOLWZX

pith:2025:EHFOLWZXEVFB3JC2RPFG4V3FN2

not attested not anchored not stored refs pending

Evaluating Personalized Tool-Augmented LLMs from the Perspectives of Personalization and Proactivity

Huanxuan Liao, Jun Zhao, Kang Liu, Pengfei Cao, Yubo Chen, Yupu Hao, Zhuoran Jin

arxiv:2503.00771 v2 · 2025-03-02 · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EHFOLWZXEVFB3JC2RPFG4V3FN2}

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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

Memory-Induced Tool-Drift in LLM Agents

Receipt and verification

First computed	2026-07-05T10:48:26.096194Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

21cae5db37254a1da45a8bca6e57656eac99446fa39a45c4e19e1f9a3112af8d

Aliases

arxiv: 2503.00771 · arxiv_version: 2503.00771v2 · doi: 10.48550/arxiv.2503.00771 · pith_short_12: EHFOLWZXEVFB · pith_short_16: EHFOLWZXEVFB3JC2 · pith_short_8: EHFOLWZX

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/EHFOLWZXEVFB3JC2RPFG4V3FN2 \
  | 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: 21cae5db37254a1da45a8bca6e57656eac99446fa39a45c4e19e1f9a3112af8d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2ed1d3b80fab83d8e5513e2d127f5b120d0c918a775e1614397f89a6141139f8",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-03-02T07:36:22Z",
    "title_canon_sha256": "df88e892ec8f4b2fba91b3fd3a0dac0f374d749afe5fba068d5706e93bed09fa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.00771",
    "kind": "arxiv",
    "version": 2
  }
}