Pith Number

pith:Z3NOR3EM

pith:2025:Z3NOR3EMUBPIBXKF2PSUAEXYXB

not attested not anchored not stored refs pending

Towards Context-Robust LLMs: A Gated Representation Fine-tuning Approach

Hanqing Lu, Hui Liu, Kai Guo, Pengfei He, Shenglai Zeng, Tianqi Zheng, Yue Xing

arxiv:2502.14100 v2 · 2025-02-19 · cs.CL · cs.IR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{Z3NOR3EMUBPIBXKF2PSUAEXYXB}

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

Magnifying What Matters: Attention-Guided Adaptive Rendering for Visual Text Comprehension

Receipt and verification

First computed	2026-07-05T10:18:51.164386Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cedae8ec8ca05e80dd45d3e54012f8b843cd6196bc0f4a29246fd2bb52fdfafa

Aliases

arxiv: 2502.14100 · arxiv_version: 2502.14100v2 · doi: 10.48550/arxiv.2502.14100 · pith_short_12: Z3NOR3EMUBPI · pith_short_16: Z3NOR3EMUBPIBXKF · pith_short_8: Z3NOR3EM

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/Z3NOR3EMUBPIBXKF2PSUAEXYXB \
  | 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: cedae8ec8ca05e80dd45d3e54012f8b843cd6196bc0f4a29246fd2bb52fdfafa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c4eb06ed819b6a4a68e643a54a0e0477b6a6cf43be92bba249b9f7dc56686022",
    "cross_cats_sorted": [
      "cs.IR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-19T20:59:35Z",
    "title_canon_sha256": "1fb2aeb22ecbcb8a340b7e8f091fa5d008467f501d1d487f659913eb066db294"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.14100",
    "kind": "arxiv",
    "version": 2
  }
}