Pith Number

pith:FODA646Q

pith:2024:FODA646QYWP5PGFW6RUT5K6IQU

not attested not anchored not stored refs pending

LLMs in the Imaginarium: Tool Learning through Simulated Trial and Error

Benjamin Van Durme, Boshi Wang, Hao Fang, Jason Eisner, Yu Su

arxiv:2403.04746 v1 · 2024-03-07 · cs.CL · 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{FODA646QYWP5PGFW6RUT5K6IQU}

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

MMAT-1M: A Large Reasoning Dataset for Multimodal Agent Tuning

Receipt and verification

First computed	2026-07-05T07:53:27.364744Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2b860f73d0c59fd798b6f4693eabc885338bc61b8a3f401c44e6e098decad2a4

Aliases

arxiv: 2403.04746 · arxiv_version: 2403.04746v1 · doi: 10.48550/arxiv.2403.04746 · pith_short_12: FODA646QYWP5 · pith_short_16: FODA646QYWP5PGFW · pith_short_8: FODA646Q

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/FODA646QYWP5PGFW6RUT5K6IQU \
  | 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: 2b860f73d0c59fd798b6f4693eabc885338bc61b8a3f401c44e6e098decad2a4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ac03c6a1bf88a67fa8ec206a54d036c1e7574437c731154e7655f3877a2d1829",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-03-07T18:50:51Z",
    "title_canon_sha256": "129fccc1e9fdcedde15ce27c482fa1d71014581733b36839478afa8b0086b125"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.04746",
    "kind": "arxiv",
    "version": 1
  }
}