Pith Number

pith:ZTP45ELK

pith:2025:ZTP45ELK3BBKJZTNJWD235SRVE

not attested not anchored not stored refs pending

Latent Convergence Modulation in Large Language Models: A Novel Approach to Iterative Contextual Realignment

Godfrey Allerton, Gregory Chatten, Huxley Ainsworth, Patricia Porretta, Simon Hollingsworth, Sylvester Pakenham, Vance Periwinkle

arxiv:2502.06302 v2 · 2025-02-10 · 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{ZTP45ELK3BBKJZTNJWD235SRVE}

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.

Cited by

1 paper in Pith

Mind the Generation Process: Fine-Grained Confidence Estimation During LLM Generation

Receipt and verification

First computed	2026-07-05T10:39:26.006282Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ccdfce916ad842a4e66d4d87adf651a9192ad3094ceca631cc82c5f3eee373ef

Aliases

arxiv: 2502.06302 · arxiv_version: 2502.06302v2 · doi: 10.48550/arxiv.2502.06302 · pith_short_12: ZTP45ELK3BBK · pith_short_16: ZTP45ELK3BBKJZTN · pith_short_8: ZTP45ELK

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/ZTP45ELK3BBKJZTNJWD235SRVE \
  | 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: ccdfce916ad842a4e66d4d87adf651a9192ad3094ceca631cc82c5f3eee373ef

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5fc28f9427887f5ae48e2bec5092cb24d46a637009364503a35a11b91a355dc5",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-10T09:46:33Z",
    "title_canon_sha256": "96219cc9446f11bf99b3184075965ed32f71d24c180edcfaad71fbaac046f5d6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.06302",
    "kind": "arxiv",
    "version": 2
  }
}