Pith Number

pith:4KSUIWED

pith:2024:4KSUIWEDDEIAW3J32M5NRIQ2BA

not attested not anchored not stored refs pending

TRAD: Enhancing LLM Agents with Step-Wise Thought Retrieval and Aligned Decision

Chunling Xi, Guoqiang Xu, Muning Wen, Ruiwen Zhou, Weinan Zhang, Wenhao Wang, Ying Wen, Yingxuan Yang, Yong Yu

arxiv:2403.06221 v1 · 2024-03-10 · cs.AI · cs.CL · cs.IR

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4KSUIWEDDEIAW3J32M5NRIQ2BA}

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

Agent Exchange: Shaping the Future of AI Agent Economics

Receipt and verification

First computed	2026-07-05T07:54:20.734206Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e2a544588319100b6d3bd33ad8a21a081cf08bc7af12fcc68dae569dc23de301

Aliases

arxiv: 2403.06221 · arxiv_version: 2403.06221v1 · doi: 10.48550/arxiv.2403.06221 · pith_short_12: 4KSUIWEDDEIA · pith_short_16: 4KSUIWEDDEIAW3J3 · pith_short_8: 4KSUIWED

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/4KSUIWEDDEIAW3J32M5NRIQ2BA \
  | 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: e2a544588319100b6d3bd33ad8a21a081cf08bc7af12fcc68dae569dc23de301

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c199b64945dd04f350ffdca1586e1657d6814e29a1f3637658cf6320897c9c98",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.IR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-03-10T13:58:38Z",
    "title_canon_sha256": "09e3d369b481899a6041d5653e933e80c739a6218a5a4a107642febe838bb024"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.06221",
    "kind": "arxiv",
    "version": 1
  }
}