Pith Number

pith:NVLQFEDO

pith:2025:NVLQFEDOYIFGOVRTZ3TC6RKXKW

not attested not anchored not stored refs pending

LLMs are Greedy Agents: Effects of RL Fine-tuning on Decision-Making Abilities

Jordi Grau-Moya, J\"org Bornschein, Markus Wulfmeier, Razvan Pascanu, Thomas Schmied

arxiv:2504.16078 v1 · 2025-04-22 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NVLQFEDOYIFGOVRTZ3TC6RKXKW}

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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

2 papers in Pith

Input-Time Scaling: Adding Noise and Irrelevance into Less-Is-More Drastically Improves Reasoning Performance and Efficiency

When Do We Need LLMs? A Diagnostic for Language-Driven Bandits

Receipt and verification

First computed	2026-07-05T10:52:35.153082Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6d5702906ec20a675633cee62f455755855de36d2d05c2f25217f7ef50bf916d

Aliases

arxiv: 2504.16078 · arxiv_version: 2504.16078v1 · doi: 10.48550/arxiv.2504.16078 · pith_short_12: NVLQFEDOYIFG · pith_short_16: NVLQFEDOYIFGOVRT · pith_short_8: NVLQFEDO

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/NVLQFEDOYIFGOVRTZ3TC6RKXKW \
  | 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: 6d5702906ec20a675633cee62f455755855de36d2d05c2f25217f7ef50bf916d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fae69e75ceb51fae2914706b108509325b5530e06dd6dda4a655686084ca4d3a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-04-22T17:57:14Z",
    "title_canon_sha256": "362e3f0afc355fcd5e9484e2d8d324d6bcec6f10f2bb2f631f77d2f89d178584"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.16078",
    "kind": "arxiv",
    "version": 1
  }
}