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Pith Number

pith:ZJH6IHH3

pith:2024:ZJH6IHH3SEQON7M5AEUZ4MZFJ6
not attested not anchored not stored refs pending

Selective Reflection-Tuning: Student-Selected Data Recycling for LLM Instruction-Tuning

Jiuhai Chen, Jiuxiang Gu, Lichang Chen, Ming Li, Shwai He, Tianyi Zhou

arxiv:2402.10110 v2 · 2024-02-15 · cs.CL · cs.AI · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{ZJH6IHH3SEQON7M5AEUZ4MZFJ6}

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

1 paper in Pith

Receipt and verification
First computed 2026-07-05T08:28:59.520725Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

ca4fe41cfb9120e6fd9d01299e33254f9cdca906d766fb98698ff450e24cfb46

Aliases

arxiv: 2402.10110 · arxiv_version: 2402.10110v2 · doi: 10.48550/arxiv.2402.10110 · pith_short_12: ZJH6IHH3SEQO · pith_short_16: ZJH6IHH3SEQON7M5 · pith_short_8: ZJH6IHH3
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/ZJH6IHH3SEQON7M5AEUZ4MZFJ6 \
  | 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: ca4fe41cfb9120e6fd9d01299e33254f9cdca906d766fb98698ff450e24cfb46
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "d78ebe9738f7a7f35f2bd3a2e1581e8913912ce8a96864a7c27298332fdf0bdb",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-02-15T17:06:21Z",
    "title_canon_sha256": "28d0383eb954cf263fcd4b4645425d502e1fe249a29774cd72c9cf20c0455013"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.10110",
    "kind": "arxiv",
    "version": 2
  }
}