Pith Number

pith:T5OKJ53A

pith:2022:T5OKJ53A3AZZFEAL2MHOWDLH6N

not attested not anchored not stored refs pending

Out-of-Distribution Detection and Selective Generation for Conditional Language Models

Balaji Lakshminarayanan, Jiaming Luo, Jie Ren, Kundan Krishna, Mohammad Saleh, Peter J. Liu, Yao Zhao

arxiv:2209.15558 v2 · 2022-09-30 · cs.CL

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{T5OKJ53A3AZZFEAL2MHOWDLH6N}

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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

6 papers in Pith

OpenHalDet: A Unified Benchmark for Hallucination Detection across Diverse Generation Scenarios

TriLens: Per-Layer Logit-Lens Entropy for White-Box Hallucination Detection

Entropy Distribution as a Fingerprint for Hallucinations in Generative Models

From Competition to Collaboration: Designing Sustainable Mechanisms Between LLMs and Online Forums

Scaling Pretrained Representations Enables Label-Free Out-of-Distribution Detection Without Fine-Tuning

Receipt and verification

First computed	2026-07-05T05:49:04.334654Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9f5ca4f760d83392900bd30eeb0d67f354f8d15387e3dff106c7df1af9f8a3d5

Aliases

arxiv: 2209.15558 · arxiv_version: 2209.15558v2 · doi: 10.48550/arxiv.2209.15558 · pith_short_12: T5OKJ53A3AZZ · pith_short_16: T5OKJ53A3AZZFEAL · pith_short_8: T5OKJ53A

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/T5OKJ53A3AZZFEAL2MHOWDLH6N \
  | 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: 9f5ca4f760d83392900bd30eeb0d67f354f8d15387e3dff106c7df1af9f8a3d5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4f433a95e2a3d17af2325cd129f2ca152f91052a5a5cab6a2cdaa29eb423a275",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-09-30T16:17:11Z",
    "title_canon_sha256": "24d6cd29c3d96b74fd2161661a40be79e3fcd5c3a53cc109310bb0ac4009dc5a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.15558",
    "kind": "arxiv",
    "version": 2
  }
}