Pith Number

pith:JRABVH6D

pith:2025:JRABVH6D7C3GI2QZSGUIF4XOGX

not attested not anchored not stored refs pending

SMART: Self-Aware Agent for Tool Overuse Mitigation

Avirup Sil, Cheng Qian, Dilek Hakkani-T\"ur, Emre Can Acikgoz, Gokhan Tur, Heng Ji, Hongru Wang, Xiusi Chen

arxiv:2502.11435 v2 · 2025-02-17 · cs.AI · cs.CL · 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{JRABVH6D7C3GI2QZSGUIF4XOGX}

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

5 papers in Pith

Model-Adaptive Tool Necessity Reveals the Knowing-Doing Gap in LLM Tool Use

The Workload-Router-Pool Architecture for LLM Inference Optimization: A Vision Paper from the vLLM Semantic Router Project

Model-Adaptive Tool Necessity Reveals the Knowing-Doing Gap in LLM Tool Use

ToolRL: Reward is All Tool Learning Needs

When to Trust Tools? Adaptive Tool Trust Calibration For Tool-Integrated Math Reasoning

Receipt and verification

First computed	2026-07-05T11:08:40.284448Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4c401a9fc3f8b6646a1991a882f2ee35f1aa01799c5ba1ac7018fca368117e1c

Aliases

arxiv: 2502.11435 · arxiv_version: 2502.11435v2 · doi: 10.48550/arxiv.2502.11435 · pith_short_12: JRABVH6D7C3G · pith_short_16: JRABVH6D7C3GI2QZ · pith_short_8: JRABVH6D

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/JRABVH6D7C3GI2QZSGUIF4XOGX \
  | 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: 4c401a9fc3f8b6646a1991a882f2ee35f1aa01799c5ba1ac7018fca368117e1c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b55d0fcc8b1fc10d143e2a1b7034beca707ed3e7494ea81c426e223e3b4b4a41",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-02-17T04:50:37Z",
    "title_canon_sha256": "00e0f6a7b0d66339b9da49931c9908c2bf5e8b1598abce0b395e6889a8b8f1e1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.11435",
    "kind": "arxiv",
    "version": 2
  }
}