Paper Citation Record · LEDGER

APE: Faster and Longer Context-Augmented Generation via Adaptive Parallel Encoding

As of 8 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 2 inbound Pith citation observations for arXiv:2502.05431.

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

pith.paper-citation-record.v1
2502.05431 v2

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T19:28:43.759802Z

measured 39 of 39 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 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T22:31:36.983054Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-20T10:43:12.641152Z

Reference resolution

37 of 37 outbound references displayed

verified exact1
verified fuzzy2
unresolved33
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a0551778-4d7a-4fdf-be07-a7609cbc3cec · outbound

This paper cites GPT-4 Technical Report.

APE: Faster and Longer Context-Augmented Generation via Adaptive Parallel Encoding GPT-4 Technical Report

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-08T19:28:43.306048Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 902a225d-5e90-4a2d-bdd7-a26461ddc749 · outbound

This paper cites LongBench: A Bilingual, Multitask Benchmark for Long Context Understanding.

APE: Faster and Longer Context-Augmented Generation via Adaptive Parallel Encoding LongBench: A Bilingual, Multitask Benchmark for Long Context Understanding

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-08T19:28:43.322808Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 113438f2-eed1-4eae-998e-69c94f897aa6 · outbound

This paper cites Memory Transformer.

APE: Faster and Longer Context-Augmented Generation via Adaptive Parallel Encoding Memory Transformer

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-08T19:28:43.328174Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 474603cd-cc3e-4626-bf23-1319be869baf · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

APE: Faster and Longer Context-Augmented Generation via Adaptive Parallel Encoding Training Verifiers to Solve Math Word Problems

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-08T19:28:43.338271Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3aad025f-6a2a-474a-aa6c-a7ccd4d0567e · outbound

This paper cites Mention Memory: incorporating textual knowledge into Transformers through entity mention attention.

APE: Faster and Longer Context-Augmented Generation via Adaptive Parallel Encoding Mention Memory: incorporating textual knowledge into Transformers through entity mention attention

Reference 8

Resolution: verified exact; local_arxiv, observed 2026-08-08T19:28:44.326383Z

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 2726cdda-454e-41ab-a5e3-d1a8d808215c · outbound

This paper cites The Faiss library.

APE: Faster and Longer Context-Augmented Generation via Adaptive Parallel Encoding The Faiss library

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-08T19:28:43.364548Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 75e7f1b8-3fa2-40d8-a19f-395173e4b988 · outbound

This paper cites The Llama 3 Herd of Models.

APE: Faster and Longer Context-Augmented Generation via Adaptive Parallel Encoding The Llama 3 Herd of Models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-08T19:28:43.394772Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 056f7750-464e-44f8-bb30-fb714f4812d9 · outbound

This paper cites Multi-News: a Large-Scale Multi-Document Summarization Dataset and Abstractive Hierarchical Model.

APE: Faster and Longer Context-Augmented Generation via Adaptive Parallel Encoding Multi-News: a Large-Scale Multi-Document Summarization Dataset and Abstractive Hierarchical Model

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-08T19:28:43.420237Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8fe56828-d11b-493f-8e9c-9c254f4da02f · outbound

This paper cites Yunfan Gao, Yun Xiong, Xinyu Gao, Kangxiang Jia, Jinliu Pan, Yuxi Bi, Yi Dai, Jiawei Sun, and Haofen Wang.

APE: Faster and Longer Context-Augmented Generation via Adaptive Parallel Encoding Yunfan Gao, Yun Xiong, Xinyu Gao, Kangxiang Jia, Jinliu Pan, Yuxi Bi, Yi Dai, Jiawei Sun, and Haofen Wang

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-08T19:28:43.431194Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 15e398b9-1767-4aad-a10d-23fb85fb751e · outbound

This paper cites RAG vs Fine-tuning: Pipelines, Tradeoffs, and a Case Study on Agriculture.

APE: Faster and Longer Context-Augmented Generation via Adaptive Parallel Encoding RAG vs Fine-tuning: Pipelines, Tradeoffs, and a Case Study on Agriculture

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-08T19:28:43.436028Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 645247e7-a812-472a-b220-6f9b792e2cb3 · outbound

This paper cites Measuring Massive Multitask Language Understanding.

APE: Faster and Longer Context-Augmented Generation via Adaptive Parallel Encoding Measuring Massive Multitask Language Understanding

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-08T19:28:43.440664Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 83ebd8ad-f31d-47dd-876e-b09ce0f4d810 · outbound

This paper cites Mistral 7B.

APE: Faster and Longer Context-Augmented Generation via Adaptive Parallel Encoding Mistral 7B

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-08T19:28:43.450475Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 869c4170-945e-4fed-824b-5686e7ea904b · outbound

This paper cites MInference 1.0: Accelerating Pre-filling for Long-Context LLMs via Dynamic Sparse Attention.

APE: Faster and Longer Context-Augmented Generation via Adaptive Parallel Encoding MInference 1.0: Accelerating Pre-filling for Long-Context LLMs via Dynamic Sparse Attention

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-08T19:28:43.455099Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 64922e7d-6c64-4904-a360-28e1d92e09be · outbound

This paper cites TriviaQA: A Large Scale Distantly Supervised Challenge Dataset for Reading Comprehension.

APE: Faster and Longer Context-Augmented Generation via Adaptive Parallel Encoding TriviaQA: A Large Scale Distantly Supervised Challenge Dataset for Reading Comprehension

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-08T19:28:43.459763Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b961bae0-5992-4ce4-acbb-c474c54d87db · outbound

This paper cites Can Long-Context Language Models Subsume Retrieval, RAG, SQL, and More?.

APE: Faster and Longer Context-Augmented Generation via Adaptive Parallel Encoding Can Long-Context Language Models Subsume Retrieval, RAG, SQL, and More?

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-08T19:28:43.472132Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0031ee46-c419-4e2f-a871-ac858000664f · outbound

This paper cites Towards General Text Embeddings with Multi-stage Contrastive Learning.

APE: Faster and Longer Context-Augmented Generation via Adaptive Parallel Encoding Towards General Text Embeddings with Multi-stage Contrastive Learning

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-08T19:28:43.517331Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34fe0776-94ca-4ed2-ba5f-a712a68bc9fa · outbound

This paper cites FocusLLM: Precise Understanding of Long Context by Dynamic Condensing.

APE: Faster and Longer Context-Augmented Generation via Adaptive Parallel Encoding FocusLLM: Precise Understanding of Long Context by Dynamic Condensing

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-08T19:28:43.569455Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 39a663c5-0200-42f1-856a-ae6d7ff071d7 · outbound

This paper cites LLMLingua-2: Data Distillation for Efficient and Faithful Task-Agnostic Prompt Compression.

APE: Faster and Longer Context-Augmented Generation via Adaptive Parallel Encoding LLMLingua-2: Data Distillation for Efficient and Faithful Task-Agnostic Prompt Compression

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-08T19:28:43.581431Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7aac8b85-0e6b-4fa0-a156-9f2ed6427d74 · outbound

This paper cites Train Short, Test Long: Attention with Linear Biases Enables Input Length Extrapolation.

APE: Faster and Longer Context-Augmented Generation via Adaptive Parallel Encoding Train Short, Test Long: Attention with Linear Biases Enables Input Length Extrapolation

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-08T19:28:43.586788Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca803020-9500-4a76-be64-425cfb1eb168 · outbound

This paper cites Parallel Context Windows for Large Language Models.

APE: Faster and Longer Context-Augmented Generation via Adaptive Parallel Encoding Parallel Context Windows for Large Language Models

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-08T19:28:43.591899Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6fdb970b-33dd-4543-bf71-6990a9779315 · outbound

This paper cites Block-Attention for Efficient Prefilling.

APE: Faster and Longer Context-Augmented Generation via Adaptive Parallel Encoding Block-Attention for Efficient Prefilling

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-08T19:28:43.596934Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f1464f1d-834b-42ec-84ee-843dc87b1a08 · outbound

This paper cites Gemma 2: Improving Open Language Models at a Practical Size.

APE: Faster and Longer Context-Augmented Generation via Adaptive Parallel Encoding Gemma 2: Improving Open Language Models at a Practical Size

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-08T19:28:43.601752Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation caf6f47e-ce7d-42bf-86a5-364f1ed8d147 · outbound

This paper cites Efficient Streaming Language Models with Attention Sinks.

APE: Faster and Longer Context-Augmented Generation via Adaptive Parallel Encoding Efficient Streaming Language Models with Attention Sinks

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-08T19:28:43.612246Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b01b69e4-0a6b-49d4-833d-391e8b0a428a · outbound

This paper cites CRAG -- Comprehensive RAG Benchmark.

APE: Faster and Longer Context-Augmented Generation via Adaptive Parallel Encoding CRAG -- Comprehensive RAG Benchmark

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-08T19:28:43.617686Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a74cab3-07f0-461e-aea1-95a742dfcdf5 · outbound

This paper cites HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering.

APE: Faster and Longer Context-Augmented Generation via Adaptive Parallel Encoding HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-08T19:28:43.651666Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0888372b-f2a0-4b83-b354-c61d8b0fa1d6 · outbound

This paper cites Long-Context Language Modeling with Parallel Context Encoding.

APE: Faster and Longer Context-Augmented Generation via Adaptive Parallel Encoding Long-Context Language Modeling with Parallel Context Encoding

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-08T19:28:43.720166Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a73a56d5-7680-4e47-af8e-d98de4528697 · outbound

This paper cites Qdrant, 2024.https://qdrant.tech/.

APE: Faster and Longer Context-Augmented Generation via Adaptive Parallel Encoding Qdrant, 2024.https://qdrant.tech/

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:28:44.497879Z

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 b3d416ec-ca69-43ad-abbf-c0a8d6f626e0 · outbound

This paper cites (2017), and MMLU (Hendrycks et al., 2020b).

APE: Faster and Longer Context-Augmented Generation via Adaptive Parallel Encoding (2017), and MMLU (Hendrycks et al., 2020b)

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:28:44.482139Z

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 e31b7ed3-fc7a-4017-b4c9-d55e500776be · outbound

This paper cites an unresolved cited work.

APE: Faster and Longer Context-Augmented Generation via Adaptive Parallel Encoding Unresolved cited work

Reference 37

Resolution: malformed identifier; raw_fallback, observed 2026-08-08T19:28:44.465521Z

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 11627c03-34dc-489f-9262-f71ecc3c307f · outbound

This paper cites Emergent Abilities of Large Language Models.

APE: Faster and Longer Context-Augmented Generation via Adaptive Parallel Encoding Emergent Abilities of Large Language Models

Reference 2017

Resolution: unresolved; no resolver link, observed 2026-08-08T19:28:43.606824Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 124afffb-51fa-4940-97fc-bc32e31eebbb · outbound

This paper cites A Survey on In-context Learning.

APE: Faster and Longer Context-Augmented Generation via Adaptive Parallel Encoding A Survey on In-context Learning

Reference 2018

Resolution: unresolved; no resolver link, observed 2026-08-08T19:28:43.353389Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8763abe9-b4b2-4851-b077-692a257ca601 · outbound

This paper cites Entities as Experts: Sparse Memory Access with Entity Supervision.

APE: Faster and Longer Context-Augmented Generation via Adaptive Parallel Encoding Entities as Experts: Sparse Memory Access with Entity Supervision

Reference 2019

Resolution: unresolved; no resolver link, observed 2026-08-08T19:28:43.425662Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5017cef2-2a3e-4be4-a74b-fcf3063ad37e · outbound

This paper cites Unsupervised Dense Information Retrieval with Contrastive Learning.

APE: Faster and Longer Context-Augmented Generation via Adaptive Parallel Encoding Unsupervised Dense Information Retrieval with Contrastive Learning

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-08T19:28:43.445641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bae0c3c1-7a69-4e91-998e-f7c67bc63267 · outbound

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

APE: Faster and Longer Context-Augmented Generation via Adaptive Parallel Encoding BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-08T19:28:43.348345Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c7e440b4-8fcc-4f36-af4f-daa8441009f6 · outbound

This paper cites Extending Context Window of Large Language Models via Positional Interpolation.

APE: Faster and Longer Context-Augmented Generation via Adaptive Parallel Encoding Extending Context Window of Large Language Models via Positional Interpolation

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-08T19:28:43.333199Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c28b9c9-f8ff-4321-b2c4-bc0b18b67475 · outbound

This paper cites Many-Shot In-Context Learning.

APE: Faster and Longer Context-Augmented Generation via Adaptive Parallel Encoding Many-Shot In-Context Learning

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-08T19:28:43.311989Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d8f61f1-50a2-41a9-9d63-d87e6fc236c7 · outbound

This paper cites Reliable, Adaptable, and Attributable Language Models with Retrieval.

APE: Faster and Longer Context-Augmented Generation via Adaptive Parallel Encoding Reliable, Adaptable, and Attributable Language Models with Retrieval

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-08T19:28:43.317352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation af58e0d0-8ce4-44b2-bf49-48ae2336df7b · inbound

Weak-to-Strong GraphRAG: Aligning Weak Retrievers with Large Language Models for Graph-based Retrieval Augmented Generation cites this paper.

Weak-to-Strong GraphRAG: Aligning Weak Retrievers with Large Language Models for Graph-based Retrieval Augmented Generation APE: Faster and Longer Context-Augmented Generation via Adaptive Parallel Encoding

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-06T22:31:36.983054Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 90369c9d-5bf3-4330-8ee0-e8d51e65541c · inbound

Context Memorization for Efficient Long Context Generation cites this paper.

Context Memorization for Efficient Long Context Generation APE: Faster and Longer Context-Augmented Generation via Adaptive Parallel Encoding

Reference 41

Resolution: verified exact; arxiv_id, observed 2026-05-20T10:43:12.642761Z

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.