Pith Number

pith:QSZXCGND

pith:2024:QSZXCGNDJZZWJBBSVKV3HXFQLK

not attested not anchored not stored refs pending

HELMET: How to Evaluate Long-Context Language Models Effectively and Thoroughly

Daniel Fleischer, Danqi Chen, Howard Yen, Ke Ding, Minmin Hou, Moshe Wasserblat, Peter Izsak, Tianyu Gao

arxiv:2410.02694 v3 · 2024-10-03 · cs.CL · cs.AI

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\usepackage{pith}
\pithnumber{QSZXCGNDJZZWJBBSVKV3HXFQLK}

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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

18 papers in Pith

Jet-Long: Efficient Long-Context Extension with Dynamic Bifocal RoPE

What to Keep, What to Forget: A Rate--Distortion View of Memory Compaction in LLMs and Agents

MemLens: Benchmarking Multimodal Long-Term Memory in Large Vision-Language Models

MemTrace: Probing What Final Accuracy Misses in Long-Term Memory

PERMA: Benchmarking Personalized Memory Agents via Event-Driven Preference and Realistic Task Environments

Receipt and verification

First computed	2026-07-05T10:25:11.139360Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

84b37119a34e73648432aaabb3dcb05a875bb50c2cf9939df1b2a08115a81f90

Aliases

arxiv: 2410.02694 · arxiv_version: 2410.02694v3 · doi: 10.48550/arxiv.2410.02694 · pith_short_12: QSZXCGNDJZZW · pith_short_16: QSZXCGNDJZZWJBBS · pith_short_8: QSZXCGND

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/QSZXCGNDJZZWJBBSVKV3HXFQLK \
  | 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: 84b37119a34e73648432aaabb3dcb05a875bb50c2cf9939df1b2a08115a81f90

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dbbb3fb5da8de9f64e4ff6640fdd4210f315565520886d8bc010af6f8d7260f0",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-03T17:20:11Z",
    "title_canon_sha256": "e36d72a2827564b5e586c6ca9b529f8c2a21911decba277713ab71fb238df2f4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.02694",
    "kind": "arxiv",
    "version": 3
  }
}