Pith Number

pith:ECHN6S6W

pith:2024:ECHN6S6W4QRWHB6TNXMGMXPG7I

not attested not anchored not stored refs pending

RobustFT: Robust Supervised Fine-tuning for Large Language Models under Noisy Response

Jingyang Yuan, Junyu Luo, Kaize Ding, Ming Zhang, Xiao Luo, Zhiping Xiao

arxiv:2412.14922 v1 · 2024-12-19 · cs.CL · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ECHN6S6W4QRWHB6TNXMGMXPG7I}

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

Beyond the Golden Teacher: Enhancing Graph Learning through LLM-GNN Co-teaching

Common-agency Games for Multi-Objective Test-Time Alignment

Analyzing the Effect of Noise in LLM Fine-tuning

REALM: Reliable Expertise-Aware Language Model Fine-Tuning from Noisy Annotations

Receipt and verification

First computed	2026-07-05T09:51:54.334254Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

208edf4bd6e4236387d36dd8665de6fa0a24da5a180433cd9feeb824ce795bd0

Aliases

arxiv: 2412.14922 · arxiv_version: 2412.14922v1 · doi: 10.48550/arxiv.2412.14922 · pith_short_12: ECHN6S6W4QRW · pith_short_16: ECHN6S6W4QRWHB6T · pith_short_8: ECHN6S6W

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/ECHN6S6W4QRWHB6TNXMGMXPG7I \
  | 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: 208edf4bd6e4236387d36dd8665de6fa0a24da5a180433cd9feeb824ce795bd0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f25788189f1a9403e8e0ab555fd9964c7ae4009e0e167bcc269a51357a751e04",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-19T15:00:18Z",
    "title_canon_sha256": "87eb0167d3b65d6fc8ab9bb27b8974d4ad09ae15f87b0ea53a47fa69a35bd355"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.14922",
    "kind": "arxiv",
    "version": 1
  }
}