Pith. sign in
Pith Number

pith:7Z34SNQI

pith:2024:7Z34SNQIIYT5JIVCARGW3JQDSD
not attested not anchored not stored refs pending

PersLLM: A Personified Training Approach for Large Language Models

Huimin Chen, Jiayi Chen, Maosong Sun, Yukun Yan, Yuxuan Chen, Zhenghao Liu, Zheni Zeng, Zhiyuan Liu

arxiv:2407.12393 v5 · 2024-07-17 · cs.CL · cs.AI · cs.CY

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{7Z34SNQIIYT5JIVCARGW3JQDSD}

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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.
Receipt and verification
First computed 2026-07-05T11:03:15.675751Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

fe77c936084627d4a2a2044d6da60390dd613283a4512844e84c547a9466b3e1

Aliases

arxiv: 2407.12393 · arxiv_version: 2407.12393v5 · doi: 10.48550/arxiv.2407.12393 · pith_short_12: 7Z34SNQIIYT5 · pith_short_16: 7Z34SNQIIYT5JIVC · pith_short_8: 7Z34SNQI
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/7Z34SNQIIYT5JIVCARGW3JQDSD \
  | 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: fe77c936084627d4a2a2044d6da60390dd613283a4512844e84c547a9466b3e1
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "638f7e27bcae2f0d6443df10d8d417e7ec82aedd4da1b6d003c16a64ee9510b5",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CY"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-07-17T08:13:22Z",
    "title_canon_sha256": "014bdc813f6772b773a64197531970efafdcf67ec4b0e49e8affb4673062c778"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.12393",
    "kind": "arxiv",
    "version": 5
  }
}