Paper Citation Record · LEDGER

EcomScriptBench: A Multi-task Benchmark for E-commerce Script Planning via Step-wise Intention-Driven Product Association

As of 20 August 2026, this Paper Citation Record lists 13 of 13 outbound references and 1 inbound Pith citation observation for arXiv:2505.15196.

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

pith.paper-citation-record.v1
2505.15196 v1

Coverage vector

measured 13 of 13 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:26:05.655814Z

measured 14 of 14 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T15:01:29.904527Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-11T15:01:31.118447Z

Reference resolution

13 of 13 outbound references displayed

verified exact0
verified fuzzy4
unresolved9
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 121c8b79-7808-4de2-a7af-bd408b98e69e · outbound

This paper cites Falcon2-11B Technical Report.

EcomScriptBench: A Multi-task Benchmark for E-commerce Script Planning via Step-wise Intention-Driven Product Association Falcon2-11B Technical Report

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T15:26:04.060187Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea332be2-b12c-4827-aea9-ae80047cd757 · outbound

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

EcomScriptBench: A Multi-task Benchmark for E-commerce Script Planning via Step-wise Intention-Driven Product Association Gemma: Open Models Based on Gemini Research and Technology

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T15:26:04.458758Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2390259a-d036-4381-86b3-710b954468dd · outbound

This paper cites InCompanion of the 2024 Inter- national Conference on Management of Data, SIG- MOD/PODS 2024, Santiago AA, Chile, June 9-15, 2024, pages 148–160.

EcomScriptBench: A Multi-task Benchmark for E-commerce Script Planning via Step-wise Intention-Driven Product Association InCompanion of the 2024 Inter- national Conference on Management of Data, SIG- MOD/PODS 2024, Santiago AA, Chile, June 9-15, 2024, pages 148–160

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:26:06.044510Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 53b6eb9c-475f-40cd-9e22-12bbf5227f80 · outbound

This paper cites ConKE: Conceptualization-Augmented Knowledge Editing in Large Language Models for Commonsense Reasoning.

EcomScriptBench: A Multi-task Benchmark for E-commerce Script Planning via Step-wise Intention-Driven Product Association ConKE: Conceptualization-Augmented Knowledge Editing in Large Language Models for Commonsense Reasoning

Reference 1384

Resolution: unresolved; no resolver link, observed 2026-08-07T15:26:05.655814Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c539648-e509-4d87-9f95-655dc4fc737d · outbound

This paper cites an unresolved cited work.

EcomScriptBench: A Multi-task Benchmark for E-commerce Script Planning via Step-wise Intention-Driven Product Association Unresolved cited work

Reference 1979

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:26:06.552727Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 74d8afc7-0b4b-4123-af6e-38f11a9cf74a · outbound

This paper cites Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone.

EcomScriptBench: A Multi-task Benchmark for E-commerce Script Planning via Step-wise Intention-Driven Product Association Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone

Reference 1985

Resolution: unresolved; no resolver link, observed 2026-08-07T15:26:03.262859Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b61a314d-552f-4813-8e53-da1c039ec13b · outbound

This paper cites InProceedings of the 25th Interna- tional Conference on World Wide Web, WWW 2016, Montreal, Canada, April 11 - 15, 2016, pages 1373–.

EcomScriptBench: A Multi-task Benchmark for E-commerce Script Planning via Step-wise Intention-Driven Product Association InProceedings of the 25th Interna- tional Conference on World Wide Web, WWW 2016, Montreal, Canada, April 11 - 15, 2016, pages 1373–

Reference 2016

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:26:05.940106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation c5c9f77f-63bd-45db-9332-25a232881287 · outbound

This paper cites InAd- vances in Neural Information Processing Systems 33: Annual Conference on Neural Information Process- ing Systems 2020, NeurIPS 2020, December 6-12, 2020, virtual.

EcomScriptBench: A Multi-task Benchmark for E-commerce Script Planning via Step-wise Intention-Driven Product Association InAd- vances in Neural Information Processing Systems 33: Annual Conference on Neural Information Process- ing Systems 2020, NeurIPS 2020, December 6-12, 2020, virtual

Reference 2020

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:26:06.345907Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 7462ffdd-363b-42ea-8d1c-81e3de1b1ef7 · outbound

This paper cites Bridging Language and Items for Retrieval and Recommendation: Benchmarking LLMs as Semantic Encoders.

EcomScriptBench: A Multi-task Benchmark for E-commerce Script Planning via Step-wise Intention-Driven Product Association Bridging Language and Items for Retrieval and Recommendation: Benchmarking LLMs as Semantic Encoders

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-07T15:26:03.586459Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63193a2a-1dae-4914-a1f7-663969f844ed · outbound

This paper cites InProceedings of the 17th Conference of the European Chapter of the Asso- ciation for Computational Linguistics, EACL 2023, Dubrovnik, Croatia, May 2-6, 2023, pages 3018–.

EcomScriptBench: A Multi-task Benchmark for E-commerce Script Planning via Step-wise Intention-Driven Product Association InProceedings of the 17th Conference of the European Chapter of the Asso- ciation for Computational Linguistics, EACL 2023, Dubrovnik, Croatia, May 2-6, 2023, pages 3018–

Reference 2023

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:26:06.238292Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 87d19ada-3a80-488f-b25e-11765e70b362 · outbound

This paper cites EcomEdit: An Automated E-commerce Knowledge Editing Framework for Enhanced Product and Purchase Intention Understanding.

EcomScriptBench: A Multi-task Benchmark for E-commerce Script Planning via Step-wise Intention-Driven Product Association EcomEdit: An Automated E-commerce Knowledge Editing Framework for Enhanced Product and Purchase Intention Understanding

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-07T15:26:03.739524Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0b6597e-83e1-49a5-8b7c-f462445bc317 · outbound

This paper cites The Llama 3 Herd of Models.

EcomScriptBench: A Multi-task Benchmark for E-commerce Script Planning via Step-wise Intention-Driven Product Association The Llama 3 Herd of Models

Reference 2266

Resolution: unresolved; no resolver link, observed 2026-08-07T15:26:03.536242Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6329f93e-7e85-45b4-bb06-08f88afdef1a · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

EcomScriptBench: A Multi-task Benchmark for E-commerce Script Planning via Step-wise Intention-Driven Product Association Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 3032

Resolution: unresolved; no resolver link, observed 2026-08-07T15:26:05.374724Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 25733f3f-c3ef-4c84-aafa-01512573c45e · inbound

ConKE: Conceptualization-Augmented Knowledge Editing in Large Language Models for Commonsense Reasoning cites this paper.

ConKE: Conceptualization-Augmented Knowledge Editing in Large Language Models for Commonsense Reasoning EcomScriptBench: A Multi-task Benchmark for E-commerce Script Planning via Step-wise Intention-Driven Product Association

Reference 42

Resolution: verified exact; local_arxiv, observed 2026-08-11T15:01:31.127310Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.