Pith Number

pith:CWLYRXSC

pith:2026:CWLYRXSCF7LHVWSWVJ2Z5ILJ5U

not attested not anchored not stored refs pending

Spinning Straw into Gold: Relabeling LLM Agent Trajectories in Hindsight for Successful Demonstrations

Gang Wu, Jihyung Kil, Ruiyi Zhang, Ryan A. Rossi, Vlad I Morariu, Wanrong Zhu, Zichao Li, Zichao Wang

arxiv:2607.04235 v1 · 2026-07-05 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CWLYRXSCF7LHVWSWVJ2Z5ILJ5U}

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	2026-07-07T02:19:04.749466Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

159788de422fd67ada56aa759ea169ed0eb7b991e4040a261a1050975ba7e900

Aliases

arxiv: 2607.04235 · arxiv_version: 2607.04235v1 · doi: 10.48550/arxiv.2607.04235 · pith_short_12: CWLYRXSCF7LH · pith_short_16: CWLYRXSCF7LHVWSW · pith_short_8: CWLYRXSC

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/CWLYRXSCF7LHVWSWVJ2Z5ILJ5U \
  | 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: 159788de422fd67ada56aa759ea169ed0eb7b991e4040a261a1050975ba7e900

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1be5f5dfafd83dfdb0964d9ca05fe3c46e679225dde1a07ff0a5d012b9a5c96e",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-07-05T11:21:26Z",
    "title_canon_sha256": "fd8d7c47f67f18017cccffb7bb1c4e2f89664cf5012462c13112955e47a8e2b9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.04235",
    "kind": "arxiv",
    "version": 1
  }
}