Pith Number

pith:OP7QAYCZ

pith:2024:OP7QAYCZNWGAXPO2DQLP6N4DUP

not attested not anchored not stored refs pending

Top-$n\sigma$: Not All Logits Are You Need

Chenxia Tang, Hongli Xu, Jianchun Liu, Liusheng Huang

arxiv:2411.07641 v1 · 2024-11-12 · 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{OP7QAYCZNWGAXPO2DQLP6N4DUP}

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

3 papers in Pith

Lost in Sampling: Assessing Lexical Reachability in LLMs via the Word Coverage Score (WCS)

PluRule: A Benchmark for Moderating Pluralistic Communities on Social Media

Estimating the Black-box LLM Uncertainty with Distribution-Aligned Adversarial Distillation

Receipt and verification

First computed	2026-07-05T09:34:26.664571Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

73ff0060596d8c0bbdda1c16ff3783a3f4a254712d8ac3c4663ddb6f248ead7a

Aliases

arxiv: 2411.07641 · arxiv_version: 2411.07641v1 · doi: 10.48550/arxiv.2411.07641 · pith_short_12: OP7QAYCZNWGA · pith_short_16: OP7QAYCZNWGAXPO2 · pith_short_8: OP7QAYCZ

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/OP7QAYCZNWGAXPO2DQLP6N4DUP \
  | 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: 73ff0060596d8c0bbdda1c16ff3783a3f4a254712d8ac3c4663ddb6f248ead7a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5db941b5a28337e981b6570321305c2c14b3dc8782f913292761018009ee8625",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-12T08:46:43Z",
    "title_canon_sha256": "d0d2c1b1937187104ce4d1ea35a8bdbd4cbba2f45aa6203daa8ea2c4de8f6f9c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.07641",
    "kind": "arxiv",
    "version": 1
  }
}