Pith Number

pith:JOVF2IVE

pith:2024:JOVF2IVEK27NAEDPLISVJTAK4D

not attested not anchored not stored refs pending

PRewrite: Prompt Rewriting with Reinforcement Learning

Michael Bendersky, Mingyang Zhang, Qiaozhu Mei, Spurthi Amba Hombaiah, Weize Kong

arxiv:2401.08189 v4 · 2024-01-16 · cs.AI · cs.CL · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JOVF2IVEK27NAEDPLISVJTAK4D}

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

6 papers in Pith

From Player to Master: Enhancing Test-Time Learning of LLM Agents via Reinforcement Learning over Memory

$S^3$-R1: Learning to Retrieve and Answer Step-by-Step with Synthetic Data

Your Brain on ChatGPT: Accumulation of Cognitive Debt when Using an AI Assistant for Essay Writing Task

PEEM: Prompt Engineering Evaluation Metrics for Interpretable Joint Evaluation of Prompts and Responses

$S^3$-R1: Learning to Retrieve and Answer Step-by-Step with Synthetic Data

Receipt and verification

First computed	2026-07-05T08:29:20.259709Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4baa5d22a456bed0106f5a2554cc0ae0f05541eba6ec127981e04d5f27b9b2d7

Aliases

arxiv: 2401.08189 · arxiv_version: 2401.08189v4 · doi: 10.48550/arxiv.2401.08189 · pith_short_12: JOVF2IVEK27N · pith_short_16: JOVF2IVEK27NAEDP · pith_short_8: JOVF2IVE

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/JOVF2IVEK27NAEDPLISVJTAK4D \
  | 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: 4baa5d22a456bed0106f5a2554cc0ae0f05541eba6ec127981e04d5f27b9b2d7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "941e77a9292e45d5d9db6c436fd77815de351949e3f0ae597feb7c4e94efad67",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-01-16T08:04:50Z",
    "title_canon_sha256": "02aa52405a12e86177bd8c3780b123f189ff925a2116e06509d7206d84892caf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.08189",
    "kind": "arxiv",
    "version": 4
  }
}