Pith Number

pith:TYRYJKSG

pith:2023:TYRYJKSGAVMRCJ35AIQOA2AFXZ

not attested not anchored not stored refs pending

Augmentation-Adapted Retriever Improves Generalization of Language Models as Generic Plug-In

Chenyan Xiong, Shi Yu, Zhiyuan Liu, Zichun Yu

arxiv:2305.17331 v1 · 2023-05-27 · cs.CL · cs.LG

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\usepackage{pith}
\pithnumber{TYRYJKSGAVMRCJ35AIQOA2AFXZ}

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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

3 papers in Pith

Retrieval-Augmented Generation for Large Language Models: A Survey

From Standalone LLMs to Integrated Intelligence: A Survey of Compound Al Systems

A-MEM: Agentic Memory for LLM Agents

Receipt and verification

First computed	2026-07-05T06:14:26.544529Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9e2384aa46055911277d0220e06805be57dd20c7b92d2c322cdb03658bf3a32e

Aliases

arxiv: 2305.17331 · arxiv_version: 2305.17331v1 · doi: 10.48550/arxiv.2305.17331 · pith_short_12: TYRYJKSGAVMR · pith_short_16: TYRYJKSGAVMRCJ35 · pith_short_8: TYRYJKSG

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/TYRYJKSGAVMRCJ35AIQOA2AFXZ \
  | 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: 9e2384aa46055911277d0220e06805be57dd20c7b92d2c322cdb03658bf3a32e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f74c835210824ac8f103cc901f4af6c624b0e38a2f1f23064ade0a1053bce45c",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-05-27T02:26:52Z",
    "title_canon_sha256": "90bb59e4925f1f582e5adf6a8d924e4c74573a7bea856a0a79de9ea33b8cb0a4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.17331",
    "kind": "arxiv",
    "version": 1
  }
}