Pith Number

pith:OELACV6U

pith:2024:OELACV6UGJYYEVFNNP7D23H7ZU

not attested not anchored not stored refs pending

SelectIT: Selective Instruction Tuning for LLMs via Uncertainty-Aware Self-Reflection

Baotian Hu, Derek F. Wong, Dongfang Li, Liangxin Liu, Min Zhang, Xuebo Liu, Ziyi Wang

arxiv:2402.16705 v2 · 2024-02-26 · cs.CL · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OELACV6UGJYYEVFNNP7D23H7ZU}

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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

Boosting LLM via Learning from Data Iteratively and Selectively

Receipt and verification

First computed	2026-07-05T10:01:11.801451Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

71160157d432718254ad6bfe3d6cffcd136f935884ac91ee510790f1f4bd1d55

Aliases

arxiv: 2402.16705 · arxiv_version: 2402.16705v2 · doi: 10.48550/arxiv.2402.16705 · pith_short_12: OELACV6UGJYY · pith_short_16: OELACV6UGJYYEVFN · pith_short_8: OELACV6U

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/OELACV6UGJYYEVFNNP7D23H7ZU \
  | 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: 71160157d432718254ad6bfe3d6cffcd136f935884ac91ee510790f1f4bd1d55

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7148ecb5344866db612d655617b46d0a3d54065145b0c1bf5a2eefa8ccabad56",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-02-26T16:21:53Z",
    "title_canon_sha256": "011e7989811a68228968eb158053d8c0517cfd2b31999630556c7daaf875a2c6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.16705",
    "kind": "arxiv",
    "version": 2
  }
}