Pith Number

pith:HUY53J4K

pith:2023:HUY53J4KPM2HOKQ4NGXRHJJDIN

not attested not anchored not stored refs pending

A Self-enhancement Approach for Domain-specific Chatbot Training via Knowledge Mining and Digest

Chen Zheng, Fangzhou Ai, Guokun Lai, Hongxia Yang, Luyu Gao, Ruohong Zhang, Yiming Yang, Zhen Fan, Zheng Zhang

arxiv:2311.10614 v1 · 2023-11-17 · 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{HUY53J4KPM2HOKQ4NGXRHJJDIN}

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	2026-07-05T07:13:54.789292Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3d31dda78a7b34772a1c69af13a523434623798cf3c719e48ac84a693b38adc4

Aliases

arxiv: 2311.10614 · arxiv_version: 2311.10614v1 · doi: 10.48550/arxiv.2311.10614 · pith_short_12: HUY53J4KPM2H · pith_short_16: HUY53J4KPM2HOKQ4 · pith_short_8: HUY53J4K

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/HUY53J4KPM2HOKQ4NGXRHJJDIN \
  | 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: 3d31dda78a7b34772a1c69af13a523434623798cf3c719e48ac84a693b38adc4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c0e368ca56e38d96714adb6073e059f16704a87a717dac9e76824f627b0c26a3",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-11-17T16:09:10Z",
    "title_canon_sha256": "be0d3a77622ba008a3fedbee9f2da3782ad92e26571ca39d6286e40d6a4beab0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.10614",
    "kind": "arxiv",
    "version": 1
  }
}