Pith Number

pith:GHJ3VGBZ

pith:2026:GHJ3VGBZHYRNVLE2PM3VON2L6K

not attested not anchored not stored refs pending

Whom to Query for What: Adaptive Group Elicitation via Multi-Turn LLM Interactions

Eitan Bachmat, Richard Zemel, Ruomeng Ding, Thomas P. Zollo, Tianwei Gao, Zhun Deng

arxiv:2602.14279 v2 · 2026-02-15 · cs.LG · cs.AI · cs.CL · cs.SI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GHJ3VGBZHYRNVLE2PM3VON2L6K}

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	2026-06-03T01:05:10.702735Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

31d3ba98393e22daac9a7b3757374bf2aef9a87924c7a6f386042f269c1ba6ae

Aliases

arxiv: 2602.14279 · arxiv_version: 2602.14279v2 · doi: 10.48550/arxiv.2602.14279 · pith_short_12: GHJ3VGBZHYRN · pith_short_16: GHJ3VGBZHYRNVLE2 · pith_short_8: GHJ3VGBZ

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/GHJ3VGBZHYRNVLE2PM3VON2L6K \
  | 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: 31d3ba98393e22daac9a7b3757374bf2aef9a87924c7a6f386042f269c1ba6ae

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b01c5aea60916adf52378d71f77d5bdb86cb17fa4e3ff7085b42a5ee76a29725",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.SI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-02-15T19:05:34Z",
    "title_canon_sha256": "a8fe91e4b0ecb21b4db23ffc677a40e666c1db045c3bd691cb8863d551065d96"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2602.14279",
    "kind": "arxiv",
    "version": 2
  }
}