Pith Number

pith:EAXUTUXV

pith:2023:EAXUTUXVD5NGNDQSURNA3LB7XR

not attested not anchored not stored refs pending

R-Tuning: Instructing Large Language Models to Say `I Don't Know'

Hanning Zhang, Heng Ji, Qing Lian, Shizhe Diao, Tong Zhang, Xingyao Wang, Yangyi Chen, Yi R. Fung, Yong Lin

arxiv:2311.09677 v3 · 2023-11-16 · cs.CL

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EAXUTUXVD5NGNDQSURNA3LB7XR}

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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

10 papers in Pith

Prompt Compression via Activation Aggregation

Scaling with Confidence: Calibrating Confidence of LLMs for Adaptive Test Time Scaling

Reinforcement Learning with Metacognitive Feedback Elicits Faithful Uncertainty Expression in LLMs

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

Model-Adaptive Tool Necessity Reveals the Knowing-Doing Gap in LLM Tool Use

Receipt and verification

First computed	2026-07-05T08:28:35.218383Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

202f49d2f51f5a668e12a45a0dac3fbc5997265dd3899f6ecc3fbca6c78c0d5f

Aliases

arxiv: 2311.09677 · arxiv_version: 2311.09677v3 · doi: 10.48550/arxiv.2311.09677 · pith_short_12: EAXUTUXVD5NG · pith_short_16: EAXUTUXVD5NGNDQS · pith_short_8: EAXUTUXV

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/EAXUTUXVD5NGNDQSURNA3LB7XR \
  | 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: 202f49d2f51f5a668e12a45a0dac3fbc5997265dd3899f6ecc3fbca6c78c0d5f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5cd5a30432a4f47b9d183783defb8c1ecb55f67505d00a8173840b74cf01ddd2",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-11-16T08:45:44Z",
    "title_canon_sha256": "63b4dd67ac419b339f3ccf0ab2d74ea569294c01af117c68297ff3ef3ac76f1c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.09677",
    "kind": "arxiv",
    "version": 3
  }
}