Pith Number

pith:ZVOIMJCN

pith:2024:ZVOIMJCNRYHHBLFPF5HPNFLWQB

not attested not anchored not stored refs pending

A Review of Prominent Paradigms for LLM-Based Agents: Tool Use (Including RAG), Planning, and Feedback Learning

Xinzhe Li

arxiv:2406.05804 v6 · 2024-06-09 · cs.AI · cs.CL · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZVOIMJCNRYHHBLFPF5HPNFLWQB}

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

6 papers in Pith

Large Language Model Agent: A Survey on Methodology, Applications and Challenges

FaSTA$^*$: Fast-Slow Toolpath Agent with Subroutine Mining for Efficient Multi-turn Image Editing

Memory in the LLM Era: Modular Architectures and Strategies in a Unified Framework

From Agent Loops to Deterministic Graphs: Execution Lineage for Reproducible AI-Native Work

Tools as Continuous Flow for Evolving Agentic Reasoning

Receipt and verification

First computed	2026-07-05T09:42:26.316261Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cd5c86244d8e0e70acaf2f4ef695768066de0eaf370d8340edb2f2e7fb945a8a

Aliases

arxiv: 2406.05804 · arxiv_version: 2406.05804v6 · doi: 10.48550/arxiv.2406.05804 · pith_short_12: ZVOIMJCNRYHH · pith_short_16: ZVOIMJCNRYHHBLFP · pith_short_8: ZVOIMJCN

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/ZVOIMJCNRYHHBLFPF5HPNFLWQB \
  | 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: cd5c86244d8e0e70acaf2f4ef695768066de0eaf370d8340edb2f2e7fb945a8a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "75fc8d0e8c77f17b2c5a3551b12cac6e60421c70c805e1804a3db84939c75d8c",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-06-09T14:42:55Z",
    "title_canon_sha256": "167e52e70cdada0b1c0d1b046efef0e7585c3df6e28387f2dfe5f4851f1cdbd8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.05804",
    "kind": "arxiv",
    "version": 6
  }
}