Pith Number

pith:D33LOATH

pith:2024:D33LOATHL7KQL3LRWLGMA75VXJ

not attested not anchored not stored refs pending

A Study on Training and Developing Large Language Models for Behavior Tree Generation

Bin Li, Fu Li, Xiaodong Yi, Xueying Wang, Yanzhen Wang, Yunlong Wu

arxiv:2401.08089 v1 · 2024-01-16 · cs.CL · cs.AI · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{D33LOATHL7KQL3LRWLGMA75VXJ}

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

2 papers in Pith

Learning Structured Robot Policies from Vision-Language Models via Synthetic Neuro-Symbolic Supervision

Receipt and verification

First computed	2026-07-05T07:34:07.183631Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1ef6b702675fd505ed71b2ccc07fb5ba6ba6828b9f4a0af2e827e689bd0234ca

Aliases

arxiv: 2401.08089 · arxiv_version: 2401.08089v1 · doi: 10.48550/arxiv.2401.08089 · pith_short_12: D33LOATHL7KQ · pith_short_16: D33LOATHL7KQL3LR · pith_short_8: D33LOATH

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/D33LOATHL7KQL3LRWLGMA75VXJ \
  | 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: 1ef6b702675fd505ed71b2ccc07fb5ba6ba6828b9f4a0af2e827e689bd0234ca

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b4b8b9d3b6c63ee0d8c7c73b092fb12eb4a47fb98b758eb5e80f4171f0e6366f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.RO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-01-16T03:28:29Z",
    "title_canon_sha256": "834c770573f16635361c730d12ce63c889f8a3096739cc59d34839a1477ed211"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.08089",
    "kind": "arxiv",
    "version": 1
  }
}