Pith Number

pith:G3PK6RUW

pith:2025:G3PK6RUWIG7T5DRPQOIV2AHU2G

not attested not anchored not stored refs pending

The Compositional Architecture of Regret in Large Language Models

Di Wang, Lijie Hu, Shu Yang, Tianjin Huang, Wanyu Lin, Xiangxiang Cui

arxiv:2506.15617 v1 · 2025-06-18 · 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{G3PK6RUWIG7T5DRPQOIV2AHU2G}

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	2026-07-05T11:23:47.115123Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

36deaf469641bf3e8e2f83915d00f4d1a94669335d8b837857725012fe660041

Aliases

arxiv: 2506.15617 · arxiv_version: 2506.15617v1 · doi: 10.48550/arxiv.2506.15617 · pith_short_12: G3PK6RUWIG7T · pith_short_16: G3PK6RUWIG7T5DRP · pith_short_8: G3PK6RUW

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/G3PK6RUWIG7T5DRPQOIV2AHU2G \
  | 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: 36deaf469641bf3e8e2f83915d00f4d1a94669335d8b837857725012fe660041

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d2ff779286bc1fafbc6b9f7884202056d94df9f696ab03dd00d98aadb6a7de21",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-06-18T16:50:34Z",
    "title_canon_sha256": "a2deae2fc74c6df032717e72af5cfb37ca4e3e034c6345c26a4128f6cf28ec24"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.15617",
    "kind": "arxiv",
    "version": 1
  }
}