Pith Number

pith:DXZBDZZJ

pith:2024:DXZBDZZJ2XWYDUUG32B4234A32

not attested not anchored not stored refs pending

From LLM to Conversational Agent: A Memory Enhanced Architecture with Fine-Tuning of Large Language Models

Kaijiang Chen, Liangyu Chen, Ming Cui, Na Liu, Wei Zou, Xiaoyu Tian

arxiv:2401.02777 v2 · 2024-01-05 · cs.CL · 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{DXZBDZZJ2XWYDUUG32B4234A32}

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

3 papers in Pith

The Landscape of Emerging AI Agent Architectures for Reasoning, Planning, and Tool Calling: A Survey

Back to Basics: Let Conversational Agents Remember with Just Retrieval and Generation

IceBreaker for Conversational Agents: Breaking the First-Message Barrier with Personalized Starters

Receipt and verification

First computed	2026-07-05T07:38:53.947156Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1df211e729d5ed81d286de83cd6f80de85623be1cb3dacf777cb990f0b4d6cb7

Aliases

arxiv: 2401.02777 · arxiv_version: 2401.02777v2 · doi: 10.48550/arxiv.2401.02777 · pith_short_12: DXZBDZZJ2XWY · pith_short_16: DXZBDZZJ2XWYDUUG · pith_short_8: DXZBDZZJ

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/DXZBDZZJ2XWYDUUG32B4234A32 \
  | 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: 1df211e729d5ed81d286de83cd6f80de85623be1cb3dacf777cb990f0b4d6cb7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f27d503b96380a2d8717eb0a1ab78bbe781bc6dbb31489c2674ed604c0aca495",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-01-05T12:26:46Z",
    "title_canon_sha256": "8b7dc780a8f98be83082162e4df2bb2c176e49d28765099458768c0a0546cea7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.02777",
    "kind": "arxiv",
    "version": 2
  }
}