Pith Number

pith:XVUFAUYK

pith:2024:XVUFAUYK3OMPLYBFFZT73QVZOK

not attested not anchored not stored refs pending

INDUS: Effective and Efficient Language Models for Scientific Applications

Aashka Trivedi, Alberto Accomazzi, Armin Mehrabian, Bharath Dandala, Birgit Pfitzmann, Bishwaranjan Bhattacharjee, Cesar Berrospi Ramis, Davis Wertheimer, Elizabeth Fancher, Felix Grezes, Iksha Gurung, Irina Gerasimov, Kaylin Bugbee, Kelly Lockhart, Lauren Sanders, Manil Maskey, Masayasu Muraoka, Megan Ansdell, Michele Dolfi, Mike Little, Muthukumaran Ramasubramanian, Nishan Pantha, Panagiotis Vagenas, Peter Staar, Rafael Teixeira de Lima, Rahul Ramachandran, Rong Zhang, Ryan McGranaghan, Sanaz Vahidinia, Sergi Blanco-Cuaresma, S. Karthik Mukkavilli, Sylvain Costes, Takuma Udagawa, Thomas Allen, Tsendgar Lee, Yousef El-Kurdi

arxiv:2405.10725 v3 · 2024-05-17 · 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{XVUFAUYK3OMPLYBFFZT73QVZOK}

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	2026-07-05T09:28:49.801723Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bd6850530adb98f5e0252e67fdc2b972aa3a728cf0feddf1c340e66f9a63a2ac

Aliases

arxiv: 2405.10725 · arxiv_version: 2405.10725v3 · doi: 10.48550/arxiv.2405.10725 · pith_short_12: XVUFAUYK3OMP · pith_short_16: XVUFAUYK3OMPLYBF · pith_short_8: XVUFAUYK

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/XVUFAUYK3OMPLYBFFZT73QVZOK \
  | 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: bd6850530adb98f5e0252e67fdc2b972aa3a728cf0feddf1c340e66f9a63a2ac

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d006a8e0dc87650931ad2259c862bf64d0e1529781c3d8d3ac9ef3c2857a49c7",
    "cross_cats_sorted": [
      "cs.IR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-05-17T12:15:07Z",
    "title_canon_sha256": "60dc506ca13056edf04c0ba3ef4ec36394a82dd7df2d9d83c1bd1f2a7b69c956"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.10725",
    "kind": "arxiv",
    "version": 3
  }
}