Pith Number

pith:DXYECBGO

pith:2026:DXYECBGOX6GNDMZQNJPFM46SRI

not attested not anchored not stored refs pending

Stop Early, Spend Less: Hidden-State Probes as a Practical Recipe for Streaming Moderation of LLM Outputs

Huizhen Shu, Piao Xue, Xuying Li

arxiv:2606.10487 v1 · 2026-06-09 · cs.LG · 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{DXYECBGOX6GNDMZQNJPFM46SRI}

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.

Receipt and verification

First computed	2026-06-10T01:10:21.934434Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1df04104cebf8cd1b3306a5e5673d28a04a170f0d1a35e7d81b04335cce4d6c6

Aliases

arxiv: 2606.10487 · arxiv_version: 2606.10487v1 · doi: 10.48550/arxiv.2606.10487 · pith_short_12: DXYECBGOX6GN · pith_short_16: DXYECBGOX6GNDMZQ · pith_short_8: DXYECBGO

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/DXYECBGOX6GNDMZQNJPFM46SRI \
  | 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: 1df04104cebf8cd1b3306a5e5673d28a04a170f0d1a35e7d81b04335cce4d6c6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b49c9543bc2125ed5eaee5ff383737b3708f5f047b56fa0ebe3b92dea4e6961f",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-09T07:01:43Z",
    "title_canon_sha256": "c2a999f68e3265812459f427c45e1a31ccf230c28bc4f2242ac1ef81e6a7b479"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.10487",
    "kind": "arxiv",
    "version": 1
  }
}