Pith Number

pith:4VK7VCRB

pith:2025:4VK7VCRBOFNCYEBQERTDN3BY2E

not attested not anchored not stored refs pending

Uncertainty-Guided Chain-of-Thought for Code Generation with LLMs

Ge Li, Hong Mei, Jia Li, Xue Jiang, Yihong Dong, Yuqi Zhu, Zhi Jin

arxiv:2503.15341 v1 · 2025-03-19 · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4VK7VCRBOFNCYEBQERTDN3BY2E}

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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

8 papers in Pith

From Reasoning Traces to Reusable Modules: Understanding Compositional Generalization in Language Model Reasoning

Functional Entropy: Predicting Functional Correctness in LLM-Generated Code with Uncertainty Quantification

TokUR: Token-Level Uncertainty Estimation for Large Language Model Reasoning

AdaDec: A Uncertainty-Guided Lookahead Decoding Framework for LLM-Based Code Generation

OracleTSC: Oracle-Informed Reward Hurdle and Uncertainty Regularization for Traffic Signal Control

Receipt and verification

First computed	2026-07-05T10:35:24.430145Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e555fa8a21715a2c1030246636ec38d128ca554ec742f2bd4a7cdaa33f9af648

Aliases

arxiv: 2503.15341 · arxiv_version: 2503.15341v1 · doi: 10.48550/arxiv.2503.15341 · pith_short_12: 4VK7VCRBOFNC · pith_short_16: 4VK7VCRBOFNCYEBQ · pith_short_8: 4VK7VCRB

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/4VK7VCRBOFNCYEBQERTDN3BY2E \
  | 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: e555fa8a21715a2c1030246636ec38d128ca554ec742f2bd4a7cdaa33f9af648

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2de9e712848608ead3b4e8d9c309b494bad60daf6a6c5daf6ceef1999fd80220",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-03-19T15:40:45Z",
    "title_canon_sha256": "d392e0d1193a2161a644821fc02b78c35013af7040a2132eea0bce6e5f4d2d3c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.15341",
    "kind": "arxiv",
    "version": 1
  }
}