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Pith Number

pith:C5KH33NV

pith:2024:C5KH33NVVQYENCH5QPZGLHFUZN
not attested not anchored not stored refs pending

Beyond IID: Optimizing Instruction Learning from the Perspective of Instruction Interaction and Dependency

Chengwei Wu, Hanyu Zhao, Li Du, Tengfei Pan, Yiming Ju

arxiv:2409.07045 v1 · 2024-09-11 · cs.CL · cs.AI

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\usepackage{pith}
\pithnumber{C5KH33NVVQYENCH5QPZGLHFUZN}

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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

1 paper in Pith

Receipt and verification
First computed 2026-07-05T09:05:44.833816Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

17547dedb5ac304688fd83f2659cb4cb78ae2d822dbea0643cb87ff3b3cd6cb3

Aliases

arxiv: 2409.07045 · arxiv_version: 2409.07045v1 · doi: 10.48550/arxiv.2409.07045 · pith_short_12: C5KH33NVVQYE · pith_short_16: C5KH33NVVQYENCH5 · pith_short_8: C5KH33NV
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/C5KH33NVVQYENCH5QPZGLHFUZN \
  | 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: 17547dedb5ac304688fd83f2659cb4cb78ae2d822dbea0643cb87ff3b3cd6cb3
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "5e7fa619879ef98b583c7e0562b54f78591230dfd6888e63a2dac458d4e51813",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-09-11T06:27:50Z",
    "title_canon_sha256": "58af444c05a63e01e3ca50a474e33ad5df12d7b6adb3d0134c952eca854d39b3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.07045",
    "kind": "arxiv",
    "version": 1
  }
}