Pith Number

pith:FYKW6LVH

pith:2025:FYKW6LVHTB45L2HMWWINHZVE2K

not attested not anchored not stored refs pending

Latent Reasoning in TRMs is Secretly a Policy Improvement Operator

Arip Asadulaev, Fakhri Karray, Martin Takac, Rayan Banerjee

arxiv:2511.16886 v5 · 2025-11-21 · cs.CL · cs.AI · 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{FYKW6LVHTB45L2HMWWINHZVE2K}

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	2026-06-02T01:03:38.644310Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2e156f2ea79879d5e8ecb590d3e6a4d2b1d1321ae8af8e49bd8c8c32d88d7e60

Aliases

arxiv: 2511.16886 · arxiv_version: 2511.16886v5 · doi: 10.48550/arxiv.2511.16886 · pith_short_12: FYKW6LVHTB45 · pith_short_16: FYKW6LVHTB45L2HM · pith_short_8: FYKW6LVH

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/FYKW6LVHTB45L2HMWWINHZVE2K \
  | 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: 2e156f2ea79879d5e8ecb590d3e6a4d2b1d1321ae8af8e49bd8c8c32d88d7e60

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4b059af552e6257bdb220b0ea22783578cf5e156fcf22ac0133903289d195891",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-11-21T01:54:23Z",
    "title_canon_sha256": "0389f0049a0d98383e28cde88d2426d16201e132581e3c5cc57a27ab1c19f4a0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2511.16886",
    "kind": "arxiv",
    "version": 5
  }
}