Pith Number

pith:KU4ZNTOH

pith:2025:KU4ZNTOHEUZZXQNC7CI7NLHMDC

not attested not anchored not stored refs pending

LLM should think and action as a human

Haun Leung, Zinan Wang

arxiv:2502.13475 v2 · 2025-02-19 · 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{KU4ZNTOHEUZZXQNC7CI7NLHMDC}

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

MoL-RL: Distilling Multi-Step Environmental Feedback into LLMs for Feedback-Independent Reasoning

Receipt and verification

First computed	2026-07-05T10:17:54.701987Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

553996cdc725339bc1a2f891f6acec18b618bbdecb732dad0a5cd85d2705dd9f

Aliases

arxiv: 2502.13475 · arxiv_version: 2502.13475v2 · doi: 10.48550/arxiv.2502.13475 · pith_short_12: KU4ZNTOHEUZZ · pith_short_16: KU4ZNTOHEUZZXQNC · pith_short_8: KU4ZNTOH

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/KU4ZNTOHEUZZXQNC7CI7NLHMDC \
  | 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: 553996cdc725339bc1a2f891f6acec18b618bbdecb732dad0a5cd85d2705dd9f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "099cd77b508dd9fe85c71642697104a13cce5dab1d4344721a7c8432ab243ab6",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-19T06:58:34Z",
    "title_canon_sha256": "5c8db38c825655e77759c31c58ed16f3705b5c4cf4b79ec28164aed5d9b36b95"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.13475",
    "kind": "arxiv",
    "version": 2
  }
}