Pith Number

pith:PYZTE7IJ

pith:2025:PYZTE7IJF6VHOF7G2YSDL4N2BV

not attested not anchored not stored refs pending

Training LLM-Based Agents with Synthetic Self-Reflected Trajectories and Partial Masking

Benfeng Xu, Xiaorui Wang, Yihan Chen, Yongdong Zhang, Zhendong Mao

arxiv:2505.20023 v1 · 2025-05-26 · 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{PYZTE7IJF6VHOF7G2YSDL4N2BV}

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

Skill-Guided Continuation Distillation for GUI Agents

Step Rejection Fine-Tuning: A Practical Distillation Recipe

Receipt and verification

First computed	2026-07-05T11:09:51.417544Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7e33327d092faa7717e6d62435f1ba0d5a1b56eb86b303db3b9d6542e854153e

Aliases

arxiv: 2505.20023 · arxiv_version: 2505.20023v1 · doi: 10.48550/arxiv.2505.20023 · pith_short_12: PYZTE7IJF6VH · pith_short_16: PYZTE7IJF6VHOF7G · pith_short_8: PYZTE7IJ

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/PYZTE7IJF6VHOF7G2YSDL4N2BV \
  | 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: 7e33327d092faa7717e6d62435f1ba0d5a1b56eb86b303db3b9d6542e854153e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5edbcc54f782fb71c85256936d938aca0e6ab13770079e9e2b7d17977d858f45",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-05-26T14:11:12Z",
    "title_canon_sha256": "4558202739ef4d70647794e28d7f5c213618877a9980fb3f9e93e0568d69a902"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.20023",
    "kind": "arxiv",
    "version": 1
  }
}