Pith Number

pith:GZJ2YBCP

pith:2025:GZJ2YBCPZUFVYCF2FOAEEFQLW2

not attested not anchored not stored refs pending

Customizing Speech Recognition Model with Large Language Model Feedback

Guoli Ye, Shaoshi Ling

arxiv:2506.11091 v2 · 2025-06-05 · cs.CL · cs.SD · eess.AS

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GZJ2YBCPZUFVYCF2FOAEEFQLW2}

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.

Receipt and verification

First computed	2026-07-05T11:56:20.541305Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3653ac044fcd0b5c08ba2b8042160bb6a7f62c1f26863880fe96a610ccdc92b1

Aliases

arxiv: 2506.11091 · arxiv_version: 2506.11091v2 · doi: 10.48550/arxiv.2506.11091 · pith_short_12: GZJ2YBCPZUFV · pith_short_16: GZJ2YBCPZUFVYCF2 · pith_short_8: GZJ2YBCP

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/GZJ2YBCPZUFVYCF2FOAEEFQLW2 \
  | 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: 3653ac044fcd0b5c08ba2b8042160bb6a7f62c1f26863880fe96a610ccdc92b1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7af88265ad5090770897957659c86d5dd7f7f47a3953601bc009b1843782ffaa",
    "cross_cats_sorted": [
      "cs.SD",
      "eess.AS"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-06-05T18:42:57Z",
    "title_canon_sha256": "7102398900c57a7506953eb564bbc0ad271ec6fec842f67ec2f370853cf17e73"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.11091",
    "kind": "arxiv",
    "version": 2
  }
}