Pith Number

pith:K7GUDGLN

pith:2022:K7GUDGLNQRQCQIAUYOAKM6NHVV

not attested not anchored not stored refs pending

CLAM: Selective Clarification for Ambiguous Questions with Generative Language Models

Lorenz Kuhn, Sebastian Farquhar, Yarin Gal

arxiv:2212.07769 v2 · 2022-12-15 · cs.CL · cs.AI · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{K7GUDGLNQRQCQIAUYOAKM6NHVV}

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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

7 papers in Pith

The Topology of Ill-Posed Questions: Persistent Homology for Detection and Steering in LLMs

LLM-as-an-Investigator: Evidence-First Reasoning for Robust Interactive Problem Diagnosis

Strategic Decision Support for AI Agents

Learning to Ask: When LLM Agents Meet Unclear Instruction

When to Ask a Question: Understanding Communication Strategies in Generative AI Tools

Receipt and verification

First computed	2026-07-05T05:43:18.223142Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

57cd41996d8460282014c380a679a7ad6351102768c9f0a6226da96f6ab390f8

Aliases

arxiv: 2212.07769 · arxiv_version: 2212.07769v2 · doi: 10.48550/arxiv.2212.07769 · pith_short_12: K7GUDGLNQRQC · pith_short_16: K7GUDGLNQRQCQIAU · pith_short_8: K7GUDGLN

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/K7GUDGLNQRQCQIAUYOAKM6NHVV \
  | 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: 57cd41996d8460282014c380a679a7ad6351102768c9f0a6226da96f6ab390f8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b8c6466c20f8be13b7f71e2bc7fbb36798b87a6aca76e486adb066beb8cc9f56",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-12-15T12:47:18Z",
    "title_canon_sha256": "384acb66628802b770f73b303979484f923c334a721ef7e4505cb6070adc4f53"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.07769",
    "kind": "arxiv",
    "version": 2
  }
}