Pith Number

pith:HGNUMGCM

pith:2024:HGNUMGCMGAKCUNNONMRSIDPLRT

not attested not anchored not stored refs pending

ChatQA 2: Bridging the Gap to Proprietary LLMs in Long Context and RAG Capabilities

Bryan Catanzaro, Chejian Xu, Mohammad Shoeybi, Peng Xu, Wei Ping, Xianchao Wu, Zihan Liu

arxiv:2407.14482 v3 · 2024-07-19 · cs.CL · cs.AI · cs.IR · cs.LG

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\usepackage{pith}
\pithnumber{HGNUMGCMGAKCUNNONMRSIDPLRT}

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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

5 papers in Pith

The Periodic Table of LLM Reasoning: A Structured Survey of Reasoning Paradigms, Methods, and Failure Modes

End-to-End Context Compression at Scale

A Survey of Scaling in Large Language Model Reasoning

VisRAG: Vision-based Retrieval-augmented Generation on Multi-modality Documents

Flux Attention: Context-Aware Hybrid Attention for Efficient LLMs Inference

Receipt and verification

First computed	2026-07-05T10:14:43.667948Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

399b46184c30142a35ae6b23240deb8cd99427a214e9f43522a80495dbdb9e05

Aliases

arxiv: 2407.14482 · arxiv_version: 2407.14482v3 · doi: 10.48550/arxiv.2407.14482 · pith_short_12: HGNUMGCMGAKC · pith_short_16: HGNUMGCMGAKCUNNO · pith_short_8: HGNUMGCM

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/HGNUMGCMGAKCUNNONMRSIDPLRT \
  | 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: 399b46184c30142a35ae6b23240deb8cd99427a214e9f43522a80495dbdb9e05

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "01f4b72751d433f8d6b040f9647bfa35bb8c71bc509e508ecc78303b0830016b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.IR",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-07-19T17:35:47Z",
    "title_canon_sha256": "ac6b88c202a069653febaeaab925ac846bfc21f91b2f993dacd3f4f06f28863a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.14482",
    "kind": "arxiv",
    "version": 3
  }
}