Pith Number

pith:3DT63T45

pith:2023:3DT63T45P34XREG7ZUT3YU5JVN

not attested not anchored not stored refs pending

Improving Code Generation by Training with Natural Language Feedback

Angelica Chen, Ethan Perez, J\'er\'emy Scheurer, Jon Ander Campos, Jun Shern Chan, Kyunghyun Cho, Samuel R. Bowman, Tomasz Korbak

arxiv:2303.16749 v2 · 2023-03-28 · cs.SE · 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{3DT63T45P34XREG7ZUT3YU5JVN}

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

5 papers in Pith

Learning from Natural Language Feedback for Personalized Question Answering

HuatuoGPT-o1, Towards Medical Complex Reasoning with LLMs

Teaching Large Language Models to Self-Debug

Themis: Training Robust Multilingual Code Reward Models for Flexible Multi-Criteria Scoring

Receipt and verification

First computed	2026-07-05T07:48:16.012508Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d8e7edcf9d7ef97890dfcd27bc53a9ab4b939b47f2a41707817fcf4bfec8c319

Aliases

arxiv: 2303.16749 · arxiv_version: 2303.16749v2 · doi: 10.48550/arxiv.2303.16749 · pith_short_12: 3DT63T45P34X · pith_short_16: 3DT63T45P34XREG7 · pith_short_8: 3DT63T45

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/3DT63T45P34XREG7ZUT3YU5JVN \
  | 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: d8e7edcf9d7ef97890dfcd27bc53a9ab4b939b47f2a41707817fcf4bfec8c319

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3f5073ffc8493ab2d73fe315c9143dfc2301ff7a44ab94c67d205f4a18d5dea1",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2023-03-28T16:15:31Z",
    "title_canon_sha256": "562aab13794d589110cba4f7ef4ff0440a4741c37b2496b3668c4a3cfb37f669"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.16749",
    "kind": "arxiv",
    "version": 2
  }
}