Pith Number

pith:MFNARZR7

pith:2023:MFNARZR7EENZ4FTMQI3CDO2GMK

not attested not anchored not stored refs pending

Text encoders bottleneck compositionality in contrastive vision-language models

Amita Kamath, Jack Hessel, Kai-Wei Chang

arxiv:2305.14897 v2 · 2023-05-24 · cs.CL · cs.CV · cs.LG

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\usepackage{pith}
\pithnumber{MFNARZR7EENZ4FTMQI3CDO2GMK}

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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

6 papers in Pith

Cross-Modal Masked Compositional Concept Modeling for Enhancing Visio-Linguistic Compositionality

Enhancing Text-to-Image Diffusion Transformer via Split-Text Conditioning

Adapting MLLMs for Nuanced Video Retrieval

LatentRouter: Can We Choose the Right Multimodal Model Before Seeing Its Answer?

Injecting Distributional Awareness into MLLMs via Reinforcement Learning for Deep Imbalanced Regression

Receipt and verification

First computed	2026-07-05T07:06:27.639008Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

615a08e63f211b9e166c823621bb46629402e274fb151b00a8f1aaa75ef5ba12

Aliases

arxiv: 2305.14897 · arxiv_version: 2305.14897v2 · doi: 10.48550/arxiv.2305.14897 · pith_short_12: MFNARZR7EENZ · pith_short_16: MFNARZR7EENZ4FTM · pith_short_8: MFNARZR7

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/MFNARZR7EENZ4FTMQI3CDO2GMK \
  | 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: 615a08e63f211b9e166c823621bb46629402e274fb151b00a8f1aaa75ef5ba12

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a045296359831860c0851d98305b15a6d92cab413c56a788db64d7eda87bd9c3",
    "cross_cats_sorted": [
      "cs.CV",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-05-24T08:48:44Z",
    "title_canon_sha256": "6d75d7dcebf24379fcc041c94405f3df9286d972c759ea149907997987530a86"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.14897",
    "kind": "arxiv",
    "version": 2
  }
}