Pith Number

pith:VINK7SBR

pith:2025:VINK7SBRCJUXLGNL2D4IUSGPVE

not attested not anchored not stored refs pending

Beyond Words: A Latent Memory Approach to Internal Reasoning in LLMs

Jos\'e I. Orlicki

arxiv:2502.21030 v1 · 2025-02-28 · 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{VINK7SBRCJUXLGNL2D4IUSGPVE}

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

3 papers in Pith

The Landscape of Agentic Reinforcement Learning for LLMs: A Survey

MemSearcher: Training LLMs to Reason, Search and Manage Memory via End-to-End Reinforcement Learning

NoisyCoconut: Counterfactual Consensus via Latent Space Reasoning

Receipt and verification

First computed	2026-07-05T10:21:43.395080Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aa1aafc83112697599abd0f88a48cfa92855038d126967d0957ea383e6befb8c

Aliases

arxiv: 2502.21030 · arxiv_version: 2502.21030v1 · doi: 10.48550/arxiv.2502.21030 · pith_short_12: VINK7SBRCJUX · pith_short_16: VINK7SBRCJUXLGNL · pith_short_8: VINK7SBR

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/VINK7SBRCJUXLGNL2D4IUSGPVE \
  | 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: aa1aafc83112697599abd0f88a48cfa92855038d126967d0957ea383e6befb8c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "00e9e6241d9effd57bdb88fa747a03f62aa74b70ecb5705bbbb3906535bd3e08",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-28T13:22:29Z",
    "title_canon_sha256": "b5d3dd76334c401ad8b83b442fce9d67cc6bdba8b38868cbf741d54ea0a7f945"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.21030",
    "kind": "arxiv",
    "version": 1
  }
}