Pith Number

pith:NUPHHI6F

pith:2023:NUPHHI6F273Z6K7V6IUYCHXCCE

not attested not anchored not stored refs pending

Frugal LMs Trained to Invoke Symbolic Solvers Achieve Parameter-Efficient Arithmetic Reasoning

Ishan Pandey, Joykirat Singh, Soumen Chakrabarti, Subhabrata Dutta, Sunny Manchanda, Tanmoy Chakraborty

arxiv:2312.05571 v2 · 2023-12-09 · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NUPHHI6F273Z6K7V6IUYCHXCCE}

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	2026-07-05T07:25:48.401591Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6d1e73a3c5d7f79f2bf5f229811ee21113e476ba7288bafd57bc90dab63abf94

Aliases

arxiv: 2312.05571 · arxiv_version: 2312.05571v2 · doi: 10.48550/arxiv.2312.05571 · pith_short_12: NUPHHI6F273Z · pith_short_16: NUPHHI6F273Z6K7V · pith_short_8: NUPHHI6F

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/NUPHHI6F273Z6K7V6IUYCHXCCE \
  | 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: 6d1e73a3c5d7f79f2bf5f229811ee21113e476ba7288bafd57bc90dab63abf94

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0d4312c28a77bb8531be40fe93a4b3e68d290a1442fc90839cd17948ce6dc1d4",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-12-09T13:20:49Z",
    "title_canon_sha256": "4916067059388316b8c36ff84b6d6d924915471303e7ec34bbe48a9d2229c653"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.05571",
    "kind": "arxiv",
    "version": 2
  }
}