Pith Number

pith:XF2LF7Q6

pith:2024:XF2LF7Q64AMRCWS25CJ2EMAAMN

not attested not anchored not stored refs pending

Finetuning Language Models to Emit Linguistic Expressions of Uncertainty

Arslan Chaudhry, Dilan Gorur, Sridhar Thiagarajan

arxiv:2409.12180 v1 · 2024-09-18 · cs.CL · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XF2LF7Q64AMRCWS25CJ2EMAAMN}

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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

6 papers in Pith

Just how sure are you? Improving Verbalized Uncertainty Calibration in Medical VQA

Reinforcement Learning with Metacognitive Feedback Elicits Faithful Uncertainty Expression in LLMs

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

Grounded or Guessing? LVLM Confidence Estimation via Blind-Image Contrastive Ranking

Inducing Artificial Uncertainty in Language Models

Receipt and verification

First computed	2026-07-05T09:08:44.000579Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b974b2fe1ee019115a5ae893a230006352813d20ac100cd0b34fecb8ed668a0d

Aliases

arxiv: 2409.12180 · arxiv_version: 2409.12180v1 · doi: 10.48550/arxiv.2409.12180 · pith_short_12: XF2LF7Q64AMR · pith_short_16: XF2LF7Q64AMRCWS2 · pith_short_8: XF2LF7Q6

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/XF2LF7Q64AMRCWS25CJ2EMAAMN \
  | 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: b974b2fe1ee019115a5ae893a230006352813d20ac100cd0b34fecb8ed668a0d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "487d65e039accb6346c5e63d84d3c2eb136ba057b1403451330c4fd99d567e76",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-09-18T17:52:53Z",
    "title_canon_sha256": "c9d4ca19da7cb7fb475c0081b97686c3798b7529ed43dc016f00b855c09e6d9b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.12180",
    "kind": "arxiv",
    "version": 1
  }
}