Pith. sign in
Pith Number

pith:UHJ5PWPD

pith:2024:UHJ5PWPDKU3T7USREWIWY5IGWE
not attested not anchored not stored refs pending

LLMs-as-Instructors: Learning from Errors Toward Automating Model Improvement

Bo Wang, Jiahao Ying, Mingbao Lin, Qianru Sun, Shuicheng Yan, Wei Tang, Xuanjing Huang, Yixin Cao

arxiv:2407.00497 v1 · 2024-06-29 · cs.CL

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{UHJ5PWPDKU3T7USREWIWY5IGWE}

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 2026-07-05T08:38:20.578010Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

a1d3d7d9e355373fd25125916c7506b10e6a7b2beace2058883e78c4e1fc0095

Aliases

arxiv: 2407.00497 · arxiv_version: 2407.00497v1 · doi: 10.48550/arxiv.2407.00497 · pith_short_12: UHJ5PWPDKU3T · pith_short_16: UHJ5PWPDKU3T7USR · pith_short_8: UHJ5PWPD
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/UHJ5PWPDKU3T7USREWIWY5IGWE \
  | 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: a1d3d7d9e355373fd25125916c7506b10e6a7b2beace2058883e78c4e1fc0095
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "60eecec047db7686aff0e05f8ed60f83547ad1ae264f90a381f5e2e3dd657710",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-06-29T17:16:04Z",
    "title_canon_sha256": "984a832464addc7db334ca13cff087b3bac33c755648ea1bbf83f5e2047a1bad"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.00497",
    "kind": "arxiv",
    "version": 1
  }
}