Pith Number

pith:6DFBP57X

pith:2025:6DFBP57X6GLVQQHB2GTL2WRV76

not attested not anchored not stored refs pending

Every Sample Matters: Leveraging Mixture-of-Experts and High-Quality Data for Efficient and Accurate Code LLM

Bingchang Liu, Chaoyu Chen, Chen Chen, Codefuse & Ling Team: Wenting Cai, Cong Li, Hailin Zhao, Hang Yu, Jianguo Li, Jian Wu, Jiaolong Yang, Junpeng Fang, Jun Zhou, Min Shen, Peng Di, Qing Cui, Shijie Lian, Shuo Mao, Siba Chen, Songshan Luo, Ting Guo, Tong Ye, Wei Zhang, Wenjie Yang, Xunjin Zheng, Yang Huang, Yuchen Cao, Zhenduo Zhang, Zheng Li, Zhengyu He, Zi Gong

arxiv:2503.17793 v1 · 2025-03-22 · 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{6DFBP57X6GLVQQHB2GTL2WRV76}

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

4 papers in Pith

Mellum2 Technical Report

Attention Amnesia in Hybrid LLMs: When CoT Fine-Tuning Breaks Long-Range Recall, and How to Fix It

From Trainee to Trainer: LLM-Designed Training Environment for RL with Multi-Agent Reasoning

Bridging Generation and Training: A Systematic Review of Quality Issues in LLMs for Code

Receipt and verification

First computed	2026-07-05T10:37:55.058530Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f0ca17f7f7f1975840e1d1a6bd5a35ff9710e8941b8dc511720b8d3737b55ff6

Aliases

arxiv: 2503.17793 · arxiv_version: 2503.17793v1 · doi: 10.48550/arxiv.2503.17793 · pith_short_12: 6DFBP57X6GLV · pith_short_16: 6DFBP57X6GLVQQHB · pith_short_8: 6DFBP57X

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/6DFBP57X6GLVQQHB2GTL2WRV76 \
  | 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: f0ca17f7f7f1975840e1d1a6bd5a35ff9710e8941b8dc511720b8d3737b55ff6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b5f93f362c10c38d8fd23176802ebde8168b8da8c6c315b584b2270a5aa36cb9",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-22T15:00:18Z",
    "title_canon_sha256": "c53e9d26f102cedf65b041cfc3a9f694e4b81971a7a9057ff5a12b09dcb82d7b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.17793",
    "kind": "arxiv",
    "version": 1
  }
}