Pith Number

pith:OOGVHZIZ

pith:2025:OOGVHZIZ3UI3YUZUTUCBVM7SA3

not attested not anchored not stored refs pending

Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning

Christopher Bryant, Dmytro Mozolevskyi, Kiran Kamble, Melisa Russak, Muayad Ali, Shelly Bensal, Umar Jamil, Waseem Alshikh

arxiv:2505.24726 v1 · 2025-05-30 · 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{OOGVHZIZ3UI3YUZUTUCBVM7SA3}

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

11 papers in Pith

Unified Audio Intelligence Without Regressing on Text Intelligence

ReSum: Synergizing LLM Reasoning and Summarization with Reinforcement Learning

Trust Region On-Policy Distillation

Empowering VLMs for Few-Shot Multimodal Time Series Classification via Tailored Agentic Reasoning

AIPO: Learning to Reason from Active Interaction

Receipt and verification

First computed	2026-07-05T11:12:55.618719Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

738d53e519dd11bc53349d041ab3f206d8fd23163d4ace5d51c9e2184fdd9a1c

Aliases

arxiv: 2505.24726 · arxiv_version: 2505.24726v1 · doi: 10.48550/arxiv.2505.24726 · pith_short_12: OOGVHZIZ3UI3 · pith_short_16: OOGVHZIZ3UI3YUZU · pith_short_8: OOGVHZIZ

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/OOGVHZIZ3UI3YUZUTUCBVM7SA3 \
  | 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: 738d53e519dd11bc53349d041ab3f206d8fd23163d4ace5d51c9e2184fdd9a1c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a487b4bdfe31b1ecbb5efdbcec135ec4d1e7b5a7650cb58b3dffb9e80dfb84c5",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-05-30T15:49:42Z",
    "title_canon_sha256": "b9bf377de7b14e274e827bad8288854b1af2a5545901c117125d6e71b86b0536"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.24726",
    "kind": "arxiv",
    "version": 1
  }
}