Pith Number

pith:BPTH4LXY

pith:2026:BPTH4LXYFM2RI6GAHT6JYSSEH4

not attested not anchored not stored refs pending

LLM-as-a-Coach: Experiential Learning for Non-Verifiable Tasks

Furu Wei, Guanheng Chen, He Zhu, Li Dong, Shaohan Huang, Tianzhu Ye, Xun Wu

arxiv:2607.18110 v1 · 2026-07-20 · cs.LG · 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{BPTH4LXYFM2RI6GAHT6JYSSEH4}

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	2026-07-21T02:22:16.917425Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0be67e2ef82b351478c03cfc9c4a443f31dbbff8dea8717ce271d2df6b4fa1b4

Aliases

arxiv: 2607.18110 · arxiv_version: 2607.18110v1 · doi: 10.48550/arxiv.2607.18110 · pith_short_12: BPTH4LXYFM2R · pith_short_16: BPTH4LXYFM2RI6GA · pith_short_8: BPTH4LXY

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/BPTH4LXYFM2RI6GAHT6JYSSEH4 \
  | 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: 0be67e2ef82b351478c03cfc9c4a443f31dbbff8dea8717ce271d2df6b4fa1b4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f56863ef7263902f58b334797f8bfc87bd6dd6b7eb9ae70ab4b43b89e283479d",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-07-20T16:08:49Z",
    "title_canon_sha256": "8a3ad220e8c718dbacc2f6d53e48c12470fb503d6f51d1d2e7a7a3eaebf3ec34"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.18110",
    "kind": "arxiv",
    "version": 1
  }
}