Pith Number

pith:USRRMRKM

pith:2024:USRRMRKMJOZRNWTICZIPBWZ6J2

not attested not anchored not stored refs pending

Fine-Tuning Large Language Models to Appropriately Abstain with Semantic Entropy

Benedict Aaron Tjandra, Jannik Kossen, Kunal Handa, Muhammed Razzak, Yarin Gal

arxiv:2410.17234 v1 · 2024-10-22 · cs.CL · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{USRRMRKMJOZRNWTICZIPBWZ6J2}

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.

Cited by

2 papers in Pith

Causal Evidence that Language Models use Confidence to Drive Behavior

REALISTA: Realistic Latent Adversarial Attacks that Elicit LLM Hallucinations

Receipt and verification

First computed	2026-07-05T09:24:13.922286Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a4a316454c4bb316da681650f0db3e4ea431b5daad76a25260a45ff72209e37a

Aliases

arxiv: 2410.17234 · arxiv_version: 2410.17234v1 · doi: 10.48550/arxiv.2410.17234 · pith_short_12: USRRMRKMJOZR · pith_short_16: USRRMRKMJOZRNWTI · pith_short_8: USRRMRKM

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/USRRMRKMJOZRNWTICZIPBWZ6J2 \
  | 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: a4a316454c4bb316da681650f0db3e4ea431b5daad76a25260a45ff72209e37a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "92bd6afb9a9956081f96fdb68b54815393a3d5d3fbba056b09978f7893ee2648",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-22T17:54:03Z",
    "title_canon_sha256": "d5b879eb38a2915b6e0280b011afd6e6fcd92534ff9b37af0cdc6036e2eed3be"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.17234",
    "kind": "arxiv",
    "version": 1
  }
}