Pith Number

pith:FFIFUSJJ

pith:2025:FFIFUSJJTYHUE7BTDVKNPH4P2O

not attested not anchored not stored refs pending

Multi-granular Training Strategies for Robust Multi-hop Reasoning Over Noisy and Heterogeneous Knowledge Sources

Benjamin Turner, Isaiah Lawrence, Jackson Coleman

arxiv:2502.05944 v1 · 2025-02-09 · 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{FFIFUSJJTYHUE7BTDVKNPH4P2O}

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	2026-07-05T10:11:45.650341Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

29505a49299e0f427c331d54d79f8fd3b935e2af047149de190110620291d9fe

Aliases

arxiv: 2502.05944 · arxiv_version: 2502.05944v1 · doi: 10.48550/arxiv.2502.05944 · pith_short_12: FFIFUSJJTYHU · pith_short_16: FFIFUSJJTYHUE7BT · pith_short_8: FFIFUSJJ

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/FFIFUSJJTYHUE7BTDVKNPH4P2O \
  | 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: 29505a49299e0f427c331d54d79f8fd3b935e2af047149de190110620291d9fe

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "699442ebde4206b14126cf864a15d27dfa39fc956c44e0babec6fe7eb6d5aaa1",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-09T16:06:43Z",
    "title_canon_sha256": "75c5e9300ecfab416f6e59da466c6a96dda770c9e548e511380518a3720ff3cc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.05944",
    "kind": "arxiv",
    "version": 1
  }
}