Pith Number

pith:DTWJJWNC

pith:2023:DTWJJWNCNQOQAZZC4UIWCNCDMQ

not attested not anchored not stored refs pending

RET-LLM: Towards a General Read-Write Memory for Large Language Models

Ali Modarressi, Ayyoob Imani, Hinrich Sch\"utze, Mohsen Fayyaz

arxiv:2305.14322 v2 · 2023-05-23 · cs.CL

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

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\usepackage{pith}
\pithnumber{DTWJJWNCNQOQAZZC4UIWCNCDMQ}

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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

13 papers in Pith

Rosetta Memory: Adaptive Memory for Cross-LLM Agents

Trust Region On-Policy Distillation

MemRefine: LLM-Guided Compression for Long-Term Agent Memory

AtomMem: Building Simple and Effective Memory System for LLM Agents via Atomic Facts

A Comprehensive Overview of Large Language Models

Receipt and verification

First computed	2026-07-05T09:25:19.399481Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1cec94d9a26c1d006722e511613443642fb3e4c513f5e43081ccbd2108fa4cfa

Aliases

arxiv: 2305.14322 · arxiv_version: 2305.14322v2 · doi: 10.48550/arxiv.2305.14322 · pith_short_12: DTWJJWNCNQOQ · pith_short_16: DTWJJWNCNQOQAZZC · pith_short_8: DTWJJWNC

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/DTWJJWNCNQOQAZZC4UIWCNCDMQ \
  | 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: 1cec94d9a26c1d006722e511613443642fb3e4c513f5e43081ccbd2108fa4cfa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "69d250e5116d814d891437e07b91403bac2ea9525c46b9107e2ed0ca7da67bed",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-05-23T17:53:38Z",
    "title_canon_sha256": "f707c7741c117ae07e3265047ce60f227f42e6a58b8147d6acb7907e5845b09c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.14322",
    "kind": "arxiv",
    "version": 2
  }
}