Pith Number

pith:NEFANSBF

pith:2022:NEFANSBFVPFSEXFYKY5KDWYLCH

not attested not anchored not stored refs pending

M6-Rec: Generative Pretrained Language Models are Open-Ended Recommender Systems

Chang Zhou, Hongxia Yang, Jianxin Ma, Jingren Zhou, Zeyu Cui

arxiv:2205.08084 v2 · 2022-05-17 · cs.IR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NEFANSBFVPFSEXFYKY5KDWYLCH}

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

19 papers in Pith

An LLM-Powered Semantic Alignment Framework for Journal Recommendation

Limitations of LTI Koopman Modeling for Nonlinear Control Systems

Quotient DAGs for Off-Policy Evaluation:Forward-Flow Importance Sampling and Exact Slate Propensities

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges

MVIGER: Multi-View Variational Integration of Complementary Knowledge for Generative Recommender

Receipt and verification

First computed	2026-07-05T04:24:40.933618Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

690a06c825abcb225cb8563aa1db0b11efdb2ed5157f15a69cd62ede6d08c6a0

Aliases

arxiv: 2205.08084 · arxiv_version: 2205.08084v2 · doi: 10.48550/arxiv.2205.08084 · pith_short_12: NEFANSBFVPFS · pith_short_16: NEFANSBFVPFSEXFY · pith_short_8: NEFANSBF

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/NEFANSBFVPFSEXFYKY5KDWYLCH \
  | 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: 690a06c825abcb225cb8563aa1db0b11efdb2ed5157f15a69cd62ede6d08c6a0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "32f7d7e0b08fdf26add6618745c94bd41cf2f9480d062f54f4666eda340ca213",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2022-05-17T04:13:42Z",
    "title_canon_sha256": "0bb9436712ca6cb53f7f43b5369be165c911bacf579037380e030f61c114de5e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.08084",
    "kind": "arxiv",
    "version": 2
  }
}