Pith Number

pith:X3ZRTUE5

pith:2024:X3ZRTUE56N4L7TL7QMG33H3ROI

not attested not anchored not stored refs pending

The Hyperfitting Phenomenon: Sharpening and Stabilizing LLMs for Open-Ended Text Generation

Daniel Ward, Fangyu Liu, Fredrik Carlsson, Joakim Nivre, Murathan Kurfali

arxiv:2412.04318 v2 · 2024-12-05 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{X3ZRTUE56N4L7TL7QMG33H3ROI}

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

Towards Human-Level Book-Writing Capability

Receipt and verification

First computed	2026-07-05T10:20:18.021815Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bef319d09df378bfcd7f830dbd9f717209b243084e8a6696ea92367a7729fc4b

Aliases

arxiv: 2412.04318 · arxiv_version: 2412.04318v2 · doi: 10.48550/arxiv.2412.04318 · pith_short_12: X3ZRTUE56N4L · pith_short_16: X3ZRTUE56N4L7TL7 · pith_short_8: X3ZRTUE5

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/X3ZRTUE56N4L7TL7QMG33H3ROI \
  | 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: bef319d09df378bfcd7f830dbd9f717209b243084e8a6696ea92367a7729fc4b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "be1e1c4f300343cc078ab44111726a3d17c3960c9d0e88318a8f58e59a01b55f",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-05T16:34:20Z",
    "title_canon_sha256": "86b066c0dfeac220b54b9e0a638ce5a02a9de7810516a4aeb743f76876a85bbf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.04318",
    "kind": "arxiv",
    "version": 2
  }
}