Pith Number

pith:QJGWLE4L

pith:2023:QJGWLE4L276BRLY2KUXLQKEA63

not attested not anchored not stored refs pending

Decomposing Uncertainty for Large Language Models through Input Clarification Ensembling

Bairu Hou, Jacob Andreas, Kaizhi Qian, Shiyu Chang, Yang Zhang, Yujian Liu

arxiv:2311.08718 v2 · 2023-11-15 · cs.CL

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\usepackage{pith}
\pithnumber{QJGWLE4L276BRLY2KUXLQKEA63}

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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

4 papers in Pith

Reinforcement Learning with Metacognitive Feedback Elicits Faithful Uncertainty Expression in LLMs

Can LLMs Use Linguistic Uncertainty Markers to Reliably Reflect Intrinsic Confidence?

TokUR: Token-Level Uncertainty Estimation for Large Language Model Reasoning

Calibrating Model-Based Evaluation Metrics for Summarization

Receipt and verification

First computed	2026-07-05T08:29:45.168744Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

824d65938bd7fc18af1a552eb82880f6ff54b26adf5ad292132672b936ed0b64

Aliases

arxiv: 2311.08718 · arxiv_version: 2311.08718v2 · doi: 10.48550/arxiv.2311.08718 · pith_short_12: QJGWLE4L276B · pith_short_16: QJGWLE4L276BRLY2 · pith_short_8: QJGWLE4L

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/QJGWLE4L276BRLY2KUXLQKEA63 \
  | 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: 824d65938bd7fc18af1a552eb82880f6ff54b26adf5ad292132672b936ed0b64

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b64b2dc38a804146b1ab66e4a6aa836215e743309205b9691740f92029e6c0df",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-11-15T05:58:35Z",
    "title_canon_sha256": "21bb4bcaefabf641553219a54faff5d1b1fd63921fde0696b2ab120e8f1ad894"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.08718",
    "kind": "arxiv",
    "version": 2
  }
}