Pith Number

pith:2JTDZ2IJ

pith:2025:2JTDZ2IJS7B7VCTWFZR23BZN6G

not attested not anchored not stored refs pending

Focus Directions Make Your Language Models Pay More Attention to Relevant Contexts

Daniel Haehn, Danqing Wang, Ruochen Li, Xiaohui Liang, Youxiang Zhu

arxiv:2503.23306 v1 · 2025-03-30 · 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{2JTDZ2IJS7B7VCTWFZR23BZN6G}

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

EASE-TTT: Evidence-Aligned Selective Test-Time Training for Long-Context Question Answering

MIDUS: Memory-Infused Depth Up-Scaling

Receipt and verification

First computed	2026-07-05T10:41:34.213602Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d2663ce90997c3fa8a762e63ad872df1a7ddea182acb683e85d5a0b267596719

Aliases

arxiv: 2503.23306 · arxiv_version: 2503.23306v1 · doi: 10.48550/arxiv.2503.23306 · pith_short_12: 2JTDZ2IJS7B7 · pith_short_16: 2JTDZ2IJS7B7VCTW · pith_short_8: 2JTDZ2IJ

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/2JTDZ2IJS7B7VCTWFZR23BZN6G \
  | 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: d2663ce90997c3fa8a762e63ad872df1a7ddea182acb683e85d5a0b267596719

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9887ddf1ca0f3fe3494c67b5d879e93c2ae5a83ebd482d44def645ba28c2312d",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-03-30T04:18:28Z",
    "title_canon_sha256": "31aa96d15bb329b72a54e9bee0b68ef7c30492498bf04cb868b7d5f2a913c7a2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.23306",
    "kind": "arxiv",
    "version": 1
  }
}