Pith Number

pith:6AGVVCFI

pith:2024:6AGVVCFIGZ3524FQJSB62OUMKA

not attested not anchored not stored refs pending

SemCoder: Training Code Language Models with Comprehensive Semantics Reasoning

Baishakhi Ray, Gail Kaiser, Jinjun Peng, Junfeng Yang, Marcus J. Min, Yangruibo Ding

arxiv:2406.01006 v2 · 2024-06-03 · cs.CL · cs.AI · cs.SE

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\usepackage{pith}
\pithnumber{6AGVVCFIGZ3524FQJSB62OUMKA}

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Record completeness

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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

CodeMind: Evaluating Large Language Models for Code Reasoning

Enhancing the Code Reasoning Capabilities of LLMs via Consistency-based Reinforcement Learning

Code as Agent Harness

EyeMulator: Improving Code Language Models by Mimicking Human Visual Attention

Assessing Coherency and Consistency of Code Execution Reasoning by Large Language Models

Receipt and verification

First computed	2026-07-05T09:29:29.818177Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f00d5a88a83677dd70b04c83ed3a8c500856c6d4568e9e9893f8e4995bf175a1

Aliases

arxiv: 2406.01006 · arxiv_version: 2406.01006v2 · doi: 10.48550/arxiv.2406.01006 · pith_short_12: 6AGVVCFIGZ35 · pith_short_16: 6AGVVCFIGZ3524FQ · pith_short_8: 6AGVVCFI

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/6AGVVCFIGZ3524FQJSB62OUMKA \
  | 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: f00d5a88a83677dd70b04c83ed3a8c500856c6d4568e9e9893f8e4995bf175a1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "34ed04ec3f7c5ab063cd22dc173451a2558a293777fdbb057efce87d453247e9",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-06-03T05:36:57Z",
    "title_canon_sha256": "81f9d32af00d20a69916a40eeafa9322394c867b8ef0db6ce814dae2a0dc5a04"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.01006",
    "kind": "arxiv",
    "version": 2
  }
}