Paper Citation Record · LEDGER

Supernova: Achieving More with Less in Transformer Architectures

As of 8 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 0 inbound Pith citation observations for arXiv:2507.15773.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2507.15773 v2

Coverage vector

measured 22 of 22 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T15:29:54.867626Z

measured 22 of 22 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

22 of 22 outbound references displayed

verified exact0
verified fuzzy3
unresolved19
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 873e7234-a520-4a73-b01c-7b87849f185a · outbound

This paper cites Attention is all you need.Advances in neural information processing systems, 30, 2017.

Supernova: Achieving More with Less in Transformer Architectures Attention is all you need.Advances in neural information processing systems, 30, 2017

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T15:29:54.759976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 91e15f32-f3eb-482a-bfb4-baa52963afdf · outbound

This paper cites Language models are unsupervised multitask learners.OpenAI blog, 1(8):9, 2019.

Supernova: Achieving More with Less in Transformer Architectures Language models are unsupervised multitask learners.OpenAI blog, 1(8):9, 2019

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T15:29:54.764915Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 134bb493-ef2b-4749-9a81-67f508589e2a · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

Supernova: Achieving More with Less in Transformer Architectures BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T15:29:54.769768Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 035b3f49-bd53-4177-9e9f-d631df31a567 · outbound

This paper cites RoFormer: Enhanced Transformer with Rotary Position Embedding.

Supernova: Achieving More with Less in Transformer Architectures RoFormer: Enhanced Transformer with Rotary Position Embedding

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T15:29:54.775014Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 81d75129-1e8e-43d0-aa96-c1c6ad580f70 · outbound

This paper cites GPT-NeoX-20B: An Open-Source Autoregressive Language Model.

Supernova: Achieving More with Less in Transformer Architectures GPT-NeoX-20B: An Open-Source Autoregressive Language Model

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T15:29:54.781560Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d11eba53-b563-4566-8045-024fde1b974e · outbound

This paper cites Fast Transformer Decoding: One Write-Head is All You Need.

Supernova: Achieving More with Less in Transformer Architectures Fast Transformer Decoding: One Write-Head is All You Need

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T15:29:54.787144Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 336e5187-496b-4861-b556-f88c7814ee84 · outbound

This paper cites GQA: Training Generalized Multi-Query Transformer Models from Multi-Head Checkpoints.

Supernova: Achieving More with Less in Transformer Architectures GQA: Training Generalized Multi-Query Transformer Models from Multi-Head Checkpoints

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T15:29:54.792837Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1341b25f-ce54-429d-8299-968cc77b1380 · outbound

This paper cites Layer Normalization.

Supernova: Achieving More with Less in Transformer Architectures Layer Normalization

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T15:29:54.797836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 60b43304-a96b-4fc6-9500-85abdb6a70c4 · outbound

This paper cites Root mean square layer normalization.Advances in Neural Information Processing Systems, 32, 2019.

Supernova: Achieving More with Less in Transformer Architectures Root mean square layer normalization.Advances in Neural Information Processing Systems, 32, 2019

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T15:29:54.802741Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20b91860-2f11-494c-9ab1-377d2724ef77 · outbound

This paper cites Language modeling with gated convolutional networks.International Conference on Machine Learning , pages 933–941, 2017.

Supernova: Achieving More with Less in Transformer Architectures Language modeling with gated convolutional networks.International Conference on Machine Learning , pages 933–941, 2017

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:29:55.187464Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a1dad2b3-adf3-42c5-b285-c1e26204d926 · outbound

This paper cites GLU Variants Improve Transformer.

Supernova: Achieving More with Less in Transformer Architectures GLU Variants Improve Transformer

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T15:29:54.812397Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 212bc820-8b48-4381-919b-7ef2f9913709 · outbound

This paper cites PaLM: Scaling Language Modeling with Pathways.

Supernova: Achieving More with Less in Transformer Architectures PaLM: Scaling Language Modeling with Pathways

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T15:29:54.817370Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2aa7d57-4fc9-4169-971a-822793485027 · outbound

This paper cites Neural machine translation of rare words with subword units.

Supernova: Achieving More with Less in Transformer Architectures Neural machine translation of rare words with subword units

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:29:55.170604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a12f0412-698e-4ae9-8ab8-436d5878f182 · outbound

This paper cites Byte pair encoding is suboptimal for language model pre- training.

Supernova: Achieving More with Less in Transformer Architectures Byte pair encoding is suboptimal for language model pre- training

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:29:55.155427Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 34d8732a-d737-4ae6-b7e8-a280f3e7dabb · outbound

This paper cites an unresolved cited work.

Supernova: Achieving More with Less in Transformer Architectures Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:29:55.139297Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 3275c2c9-fecb-43dc-9e70-da1cf701be01 · outbound

This paper cites Textbooks Are All You Need.

Supernova: Achieving More with Less in Transformer Architectures Textbooks Are All You Need

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T15:29:54.837022Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 02c786c9-768c-49f1-a0b8-4b6e3057179d · outbound

This paper cites Stable LM 2 1.6B Technical Report.

Supernova: Achieving More with Less in Transformer Architectures Stable LM 2 1.6B Technical Report

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T15:29:54.841438Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d00e7bc-1714-42b2-8332-69ea21f8da41 · outbound

This paper cites Gemma: Open Models Based on Gemini Research and Technology.

Supernova: Achieving More with Less in Transformer Architectures Gemma: Open Models Based on Gemini Research and Technology

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T15:29:54.846247Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5df4b5fa-9275-4f5e-aa9b-b4a14bf91e39 · outbound

This paper cites Scaling Laws for Neural Language Models.

Supernova: Achieving More with Less in Transformer Architectures Scaling Laws for Neural Language Models

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T15:29:54.851185Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 09a9d5ea-e062-4abe-9e1b-5504efcc3ee2 · outbound

This paper cites Training Compute-Optimal Large Language Models.

Supernova: Achieving More with Less in Transformer Architectures Training Compute-Optimal Large Language Models

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T15:29:54.856404Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ed90807-a9b7-4aef-880f-a1eb6ab2360b · outbound

This paper cites Scaling Data-Constrained Language Models.

Supernova: Achieving More with Less in Transformer Architectures Scaling Data-Constrained Language Models

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T15:29:54.862049Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad5398d7-1a52-4244-bdf8-a35b0ecc6dd3 · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

Supernova: Achieving More with Less in Transformer Architectures LLaMA: Open and Efficient Foundation Language Models

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T15:29:54.867626Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.