Pith Number

pith:KTHYX3TQ

pith:2023:KTHYX3TQXOMZO3KUSOQDTRDZ6T

not attested not anchored not stored refs pending

Active Preference Inference using Language Models and Probabilistic Reasoning

Kevin Ellis, Volodymyr Kuleshov, Wasu Top Piriyakulkij

arxiv:2312.12009 v2 · 2023-12-19 · 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{KTHYX3TQXOMZO3KUSOQDTRDZ6T}

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

1 paper in Pith

TO-GATE: Clarifying Questions and Summarizing Responses with Trajectory Optimization for Eliciting Human Preference

Receipt and verification

First computed	2026-07-05T08:37:04.457022Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

54cf8bee70bb99976d5493a039c479f4c57fe8552f2685ac031ab868c91341af

Aliases

arxiv: 2312.12009 · arxiv_version: 2312.12009v2 · doi: 10.48550/arxiv.2312.12009 · pith_short_12: KTHYX3TQXOMZ · pith_short_16: KTHYX3TQXOMZO3KU · pith_short_8: KTHYX3TQ

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/KTHYX3TQXOMZO3KUSOQDTRDZ6T \
  | 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: 54cf8bee70bb99976d5493a039c479f4c57fe8552f2685ac031ab868c91341af

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2db0d0c6fc12b791f8d533f2f9daba7b816fff89b5a3f4f4dee354284985b6f8",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-12-19T09:58:54Z",
    "title_canon_sha256": "4cac745d724db660cbfc5e983dd65a34f05eee3f3dec0325478242b7e6c3954f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.12009",
    "kind": "arxiv",
    "version": 2
  }
}