Pith Number

pith:NADBFOOL

pith:2025:NADBFOOLYGJNGQAEI2IQGK5OVG

not attested not anchored not stored refs pending

MoL for LLMs: Dual-Loss Optimization to Enhance Domain Expertise While Preserving General Capabilities

Jingxue Chen, Qianchun Lu, Qingkun Tang, Siyuan Fang

arxiv:2505.12043 v2 · 2025-05-17 · 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{NADBFOOLYGJNGQAEI2IQGK5OVG}

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

1 paper in Pith

Symbiotic-MoE: Unlocking the Synergy between Generation and Understanding

Receipt and verification

First computed	2026-07-05T11:05:45.159783Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

680612b9cbc192d340044691032baea991a71dd336d9ad2210dce4f4916f574c

Aliases

arxiv: 2505.12043 · arxiv_version: 2505.12043v2 · doi: 10.48550/arxiv.2505.12043 · pith_short_12: NADBFOOLYGJN · pith_short_16: NADBFOOLYGJNGQAE · pith_short_8: NADBFOOL

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/NADBFOOLYGJNGQAEI2IQGK5OVG \
  | 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: 680612b9cbc192d340044691032baea991a71dd336d9ad2210dce4f4916f574c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9c13e3561321c32109d949b0b59f29adf95ef4e19e4d8ac0bb4d89d56379209a",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-05-17T15:12:47Z",
    "title_canon_sha256": "2f24bfa8859bf9ca1ba1da9d02922bfe6fb99de5582c2c075d732c8a3a222e8e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.12043",
    "kind": "arxiv",
    "version": 2
  }
}