Pith Number

pith:MIBGK5Q3

pith:2022:MIBGK5Q3LUIHB3PU6YIYBSQCCX

not attested not anchored not stored refs pending

Classifiers are Better Experts for Controllable Text Generation

Alexander Markov, Askhat Sitdikov, Daniil Gavrilov, Nikita Balagansky

arxiv:2205.07276 v3 · 2022-05-15 · cs.CL · 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{MIBGK5Q3LUIHB3PU6YIYBSQCCX}

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

2 papers in Pith

Multi-Objective Exploration and Preference Optimization via Mutual Information

CLIPer: Tailoring Diverse User Preference via Classifier-Guided Inference-Time Personalization

Receipt and verification

First computed	2026-07-05T05:15:10.999248Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

620265761b5d1070edf4f61180ca0215c2273d626f2a325c899b37234d702c89

Aliases

arxiv: 2205.07276 · arxiv_version: 2205.07276v3 · doi: 10.48550/arxiv.2205.07276 · pith_short_12: MIBGK5Q3LUIH · pith_short_16: MIBGK5Q3LUIHB3PU · pith_short_8: MIBGK5Q3

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/MIBGK5Q3LUIHB3PU6YIYBSQCCX \
  | 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: 620265761b5d1070edf4f61180ca0215c2273d626f2a325c899b37234d702c89

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5099126f5d08966997371cb7e709096de70d2ec97a1debecada8d1d64d9dd721",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-05-15T12:58:35Z",
    "title_canon_sha256": "28076e320d389c9ef5a35df0b23701544ea5f9c83eff3073f6a00817accef38e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.07276",
    "kind": "arxiv",
    "version": 3
  }
}