Pith Number

pith:SCYREAMJ

pith:2025:SCYREAMJ7YVQMGVKBHTWSTWGIJ

not attested not anchored not stored refs pending

The Curious Case of Factuality Finetuning: Models' Internal Beliefs Can Improve Factuality

Abhilasha Ravichander, Benjamin Newman, Hamish Ivison, Jaehun Jung, Pang Wei Koh, Rui Xin, Yegor Kuznetsov, Yejin Choi

arxiv:2507.08371 v1 · 2025-07-11 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SCYREAMJ7YVQMGVKBHTWSTWGIJ}

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

Finetuning with Scientific Data Increases Hallucinations: A Multi-domain Factuality Evaluation of LLMs

Purging the Gray Zone: Latent-Geometric Denoising for Precise Knowledge Boundary Awareness

Receipt and verification

First computed	2026-07-05T11:35:36.831781Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

90b1120189fe2b061aaa09e7694ec642785d1e7f5a785a2ac7b1d0ae8e55d73a

Aliases

arxiv: 2507.08371 · arxiv_version: 2507.08371v1 · doi: 10.48550/arxiv.2507.08371 · pith_short_12: SCYREAMJ7YVQ · pith_short_16: SCYREAMJ7YVQMGVK · pith_short_8: SCYREAMJ

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/SCYREAMJ7YVQMGVKBHTWSTWGIJ \
  | 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: 90b1120189fe2b061aaa09e7694ec642785d1e7f5a785a2ac7b1d0ae8e55d73a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a3092c2964b34585651c2826c7b9a55a156d7ca66106e9e0f154e3aa38d168c8",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-07-11T07:34:34Z",
    "title_canon_sha256": "04c534d3fe29ab95b2e6abe98c257258f8728c925521f11572a040e039aa9891"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.08371",
    "kind": "arxiv",
    "version": 1
  }
}