Pith Number

pith:C3LF7NXL

pith:2022:C3LF7NXLM34T2VHRO7FXXRWSVD

not attested not anchored not stored refs pending

Rule Extraction in Machine Learning: Chat Incremental Pattern Constructor

Caleb Princewill Nwokocha

ChatIPC extracts ordered token-transition rules from text and builds responses by similarity selection on a token graph.

arxiv:2208.00335 v5 · 2022-07-31 · 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{C3LF7NXLM34T2VHRO7FXXRWSVD}

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.

Claims

C1strongest claim

ChatIPC is a lightweight incremental symbolic learning system that extracts ordered token-transition rules from text, enriches them with definition-based expansion, and constructs responses by similarity-guided candidate selection, operating over a token graph rather than a conventional classifier.

C2weakest assumption

That similarity-guided selection on the token-transition graph, combined with definition expansion, will reliably produce coherent and useful responses (assumed without stated validation or comparison to baselines).

C3one line summary

ChatIPC extracts ordered token-transition rules from text via incremental learning and definition expansion, then constructs responses through similarity-guided selection on a token graph.

Receipt and verification

First computed	2026-06-02T01:03:27.769592Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

16d65fb6eb66f93d54f177cb7bc6d2a8d550f4fc4d0804171fb2849cdb9cc003

Aliases

arxiv: 2208.00335 · arxiv_version: 2208.00335v5 · doi: 10.48550/arxiv.2208.00335 · pith_short_12: C3LF7NXLM34T · pith_short_16: C3LF7NXLM34T2VHR · pith_short_8: C3LF7NXL

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/C3LF7NXLM34T2VHRO7FXXRWSVD \
  | 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: 16d65fb6eb66f93d54f177cb7bc6d2a8d550f4fc4d0804171fb2849cdb9cc003

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4e2f3a0731b6177bc94c95004407b21bcfcc005a0405d0413bb120cdea522ca1",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-07-31T01:52:40Z",
    "title_canon_sha256": "9d4097d0fcf0a49b653679b6569176bd73152adbc2c668370ec3dd652ac06321"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2208.00335",
    "kind": "arxiv",
    "version": 5
  }
}