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Pith Number

pith:N6LEERFV

pith:2024:N6LEERFVX3L7IWR4JOV62JN2VE
not attested not anchored not stored refs pending

Dial-insight: Fine-tuning Large Language Models with High-Quality Domain-Specific Data Preventing Capability Collapse

Chaoyang Mei, Jianwei Sun, Kaiyu Zheng, Linlin Wei, Ming Cui, Na Liu, Tianyi Li

arxiv:2403.09167 v1 · 2024-03-14 · cs.CL

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\usepackage{pith}
\pithnumber{N6LEERFVX3L7IWR4JOV62JN2VE}

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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 2026-07-05T07:56:06.293486Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

6f964244b5bed7f45a3c4babed25baa9225075c39342dc50224bb598cecac5fd

Aliases

arxiv: 2403.09167 · arxiv_version: 2403.09167v1 · doi: 10.48550/arxiv.2403.09167 · pith_short_12: N6LEERFVX3L7 · pith_short_16: N6LEERFVX3L7IWR4 · pith_short_8: N6LEERFV
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/N6LEERFVX3L7IWR4JOV62JN2VE \
  | 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: 6f964244b5bed7f45a3c4babed25baa9225075c39342dc50224bb598cecac5fd
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "89728fc7e92d592ee6d352c0f599769275b29602081aa9b61c0a98627d0f7d38",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-03-14T08:27:32Z",
    "title_canon_sha256": "025e89d922cf2fb9327f6619909eae0996bb5205ed7fba514948317392bb01c2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.09167",
    "kind": "arxiv",
    "version": 1
  }
}