Pith Number

pith:6A6P7AVR

pith:2025:6A6P7AVRLQJPFUS3V2UWQC3GBY

not attested not anchored not stored refs pending

Multi-Turn Code Generation Through Single-Step Rewards

Alexander M Rush, Arnav Kumar Jain, Gonzalo Gonzalez-Pumariega, Sanjiban Choudhury, Wayne Chen, Wenting Zhao

arxiv:2502.20380 v2 · 2025-02-27 · cs.LG · cs.AI · 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{6A6P7AVRLQJPFUS3V2UWQC3GBY}

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

3 papers in Pith

REVES: REvision and VErification--Augmented Training for Test-Time Scaling

Beyond Execution: Static-Analysis Rewards and Hint-Conditioned Diffusion RL for Code Generation

BoostLoRA: Growing Effective Rank by Boosting Adapters

Receipt and verification

First computed	2026-07-05T11:28:14.668614Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f03cff82b15c12f2d25baea9680b660e3f6f38c6a9ab5a89e8e6fe74236f05b9

Aliases

arxiv: 2502.20380 · arxiv_version: 2502.20380v2 · doi: 10.48550/arxiv.2502.20380 · pith_short_12: 6A6P7AVRLQJP · pith_short_16: 6A6P7AVRLQJPFUS3 · pith_short_8: 6A6P7AVR

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/6A6P7AVRLQJPFUS3V2UWQC3GBY \
  | 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: f03cff82b15c12f2d25baea9680b660e3f6f38c6a9ab5a89e8e6fe74236f05b9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8ce0b670209cf4799d250bdc6d69a16473cfad3679f68a0e259890a7595ecd4a",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-27T18:55:05Z",
    "title_canon_sha256": "bfb5e0449780e480126b66a8cac4fa6eaaefcafd84d433d75655f53b0313ec2e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.20380",
    "kind": "arxiv",
    "version": 2
  }
}