Paper Citation Record · LEDGER

mmRAG: A Modular Benchmark for Retrieval-Augmented Generation over Text, Tables, and Knowledge Graphs

As of 20 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 1 inbound Pith citation observation for arXiv:2505.11180.

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

pith.paper-citation-record.v1
2505.11180 v1

Coverage vector

measured 38 of 38 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T21:00:42.664546Z

measured 39 of 39 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 2026-08-01T01:35:09.707565Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

38 of 38 outbound references displayed

verified exact1
verified fuzzy4
unresolved32
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c9f2d012-786a-4d33-930d-d0ab9433deb2 · outbound

This paper cites In: Wooldridge, M.J., Dy, J.G., Natarajan, S.

mmRAG: A Modular Benchmark for Retrieval-Augmented Generation over Text, Tables, and Knowledge Graphs In: Wooldridge, M.J., Dy, J.G., Natarajan, S

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-15T21:00:42.464451Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7290732f-1446-4c84-a481-012ec4941224 · outbound

This paper cites Open Question Answering over Tables and Text.

mmRAG: A Modular Benchmark for Retrieval-Augmented Generation over Text, Tables, and Knowledge Graphs Open Question Answering over Tables and Text

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T21:00:42.470137Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c47fd9b-2649-46c0-b54a-fd9ce221832e · outbound

This paper cites In: Find- ings of the Association for Computational Linguistics: EMNLP 2020, Online Event, 16-20 November 2020.

mmRAG: A Modular Benchmark for Retrieval-Augmented Generation over Text, Tables, and Knowledge Graphs In: Find- ings of the Association for Computational Linguistics: EMNLP 2020, Online Event, 16-20 November 2020

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-15T21:00:42.475086Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7bf445b5-6f48-4d0c-bc4f-31367ce3492b · outbound

This paper cites In: Companion Proceedings of the ACM on Web Con- ference 2024, WWW 2024, Singapore, Singapore, May 13-17, 2024.

mmRAG: A Modular Benchmark for Retrieval-Augmented Generation over Text, Tables, and Knowledge Graphs In: Companion Proceedings of the ACM on Web Con- ference 2024, WWW 2024, Singapore, Singapore, May 13-17, 2024

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-15T21:00:42.480805Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 43d47dad-d68e-4cbb-a4c5-86c3bfdd04b7 · outbound

This paper cites an unresolved cited work.

mmRAG: A Modular Benchmark for Retrieval-Augmented Generation over Text, Tables, and Knowledge Graphs Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-15T21:00:43.420023Z

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 a6fb3c5e-fbe4-4b35-b4d5-5fdb20c0e209 · outbound

This paper cites In: Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, KDD 2024, Barcelona, Spain, August 25-29, 2024.

mmRAG: A Modular Benchmark for Retrieval-Augmented Generation over Text, Tables, and Knowledge Graphs In: Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, KDD 2024, Barcelona, Spain, August 25-29, 2024

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T21:00:42.491112Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b0205d8b-5cf5-462a-afda-dc52a8fa183b · outbound

This paper cites RAGBench: Explainable Benchmark for Retrieval-Augmented Generation Systems.

mmRAG: A Modular Benchmark for Retrieval-Augmented Generation over Text, Tables, and Knowledge Graphs RAGBench: Explainable Benchmark for Retrieval-Augmented Generation Systems

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-15T21:00:42.496271Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2922114-4c66-4d6b-af7a-e61a91114ff6 · outbound

This paper cites an unresolved cited work.

mmRAG: A Modular Benchmark for Retrieval-Augmented Generation over Text, Tables, and Knowledge Graphs Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-15T21:00:42.502499Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4be15e7e-b980-4dbe-b1a6-1e6b7697ac76 · outbound

This paper cites A Comprehensive Survey of Retrieval-Augmented Generation (RAG): Evolution, Current Landscape and Future Directions.

mmRAG: A Modular Benchmark for Retrieval-Augmented Generation over Text, Tables, and Knowledge Graphs A Comprehensive Survey of Retrieval-Augmented Generation (RAG): Evolution, Current Landscape and Future Directions

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T21:00:42.507917Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 28e97369-c5a2-4e98-8174-93deeddc2dfa · outbound

This paper cites an unresolved cited work.

mmRAG: A Modular Benchmark for Retrieval-Augmented Generation over Text, Tables, and Knowledge Graphs Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-15T21:00:43.397839Z

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 1a79b195-8875-412f-8e1a-83c02c5b38be · outbound

This paper cites Unsupervised Dense Information Retrieval with Contrastive Learning.

mmRAG: A Modular Benchmark for Retrieval-Augmented Generation over Text, Tables, and Knowledge Graphs Unsupervised Dense Information Retrieval with Contrastive Learning

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T21:00:42.519359Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e7dfe9f-4ac5-45d2-82fe-67b20144cb54 · outbound

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

mmRAG: A Modular Benchmark for Retrieval-Augmented Generation over Text, Tables, and Knowledge Graphs TriviaQA: A Large Scale Distantly Supervised Challenge Dataset for Reading Comprehension

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-15T21:00:42.524839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2110d227-4766-4f6c-9269-a8c9d5c48eee · outbound

This paper cites an unresolved cited work.

mmRAG: A Modular Benchmark for Retrieval-Augmented Generation over Text, Tables, and Knowledge Graphs Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-15T21:00:42.529632Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7d5dbf4-7644-430e-9d96-3c9d9a135d10 · outbound

This paper cites an unresolved cited work.

mmRAG: A Modular Benchmark for Retrieval-Augmented Generation over Text, Tables, and Knowledge Graphs Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-15T21:00:42.534220Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21aae443-f6ce-4b6e-933b-facbf4fe068f · outbound

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

mmRAG: A Modular Benchmark for Retrieval-Augmented Generation over Text, Tables, and Knowledge Graphs Towards General Text Embeddings with Multi-stage Contrastive Learning

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T21:00:42.539460Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 317f4229-d154-4852-a26b-e24762bbf2bc · outbound

This paper cites In: Findings of the Association for Computational Linguistics, ACL 2024, Bangkok, Thailand and virtual meeting, August 11-16, 2024.

mmRAG: A Modular Benchmark for Retrieval-Augmented Generation over Text, Tables, and Knowledge Graphs In: Findings of the Association for Computational Linguistics, ACL 2024, Bangkok, Thailand and virtual meeting, August 11-16, 2024

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-15T21:00:42.555016Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de913505-e83b-4fef-9ad0-b34cd2bb37ad · outbound

This paper cites In: IEEE Conference on Com- puter Vision and Pattern Recognition, CVPR 2019, Long Beach, CA, USA, June 16-20, 2019.

mmRAG: A Modular Benchmark for Retrieval-Augmented Generation over Text, Tables, and Knowledge Graphs In: IEEE Conference on Com- puter Vision and Pattern Recognition, CVPR 2019, Long Beach, CA, USA, June 16-20, 2019

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T21:00:42.560779Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 68623141-ae05-4616-8598-25dc74e15ccc · outbound

This paper cites an unresolved cited work.

mmRAG: A Modular Benchmark for Retrieval-Augmented Generation over Text, Tables, and Knowledge Graphs Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-15T21:00:42.565371Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 411dc87d-77da-4b49-ac75-4e371661dd2e · outbound

This paper cites In: Al- 18 C.

mmRAG: A Modular Benchmark for Retrieval-Augmented Generation over Text, Tables, and Knowledge Graphs In: Al- 18 C

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:00:43.375630Z

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 667308c6-7f53-4509-8d4d-a1b82c2ea739 · outbound

This paper cites In: Proceedings of the 47th International ACM SIGIR Conference on Research and Development in Information Retrieval, SIGIR 2024, Washington DC, USA, July 14-18, 2024.

mmRAG: A Modular Benchmark for Retrieval-Augmented Generation over Text, Tables, and Knowledge Graphs In: Proceedings of the 47th International ACM SIGIR Conference on Research and Development in Information Retrieval, SIGIR 2024, Washington DC, USA, July 14-18, 2024

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-15T21:00:42.581719Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 747b4a0a-6f93-4ebd-b60f-166ed51617a8 · outbound

This paper cites an unresolved cited work.

mmRAG: A Modular Benchmark for Retrieval-Augmented Generation over Text, Tables, and Knowledge Graphs Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-15T21:00:42.586761Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bfbc21a7-bed6-490b-b118-5a0cfe3c6bae · outbound

This paper cites In: Proceed- ings of the 2024 Conference on Empirical Methods in Natural Language Process- ing, EMNLP 2024, Miami, FL, USA, November 12-16, 2024.

mmRAG: A Modular Benchmark for Retrieval-Augmented Generation over Text, Tables, and Knowledge Graphs In: Proceed- ings of the 2024 Conference on Empirical Methods in Natural Language Process- ing, EMNLP 2024, Miami, FL, USA, November 12-16, 2024

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:00:43.339955Z

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 e0a2b1be-6a15-463b-a090-aa8af49d10a2 · outbound

This paper cites an unresolved cited work.

mmRAG: A Modular Benchmark for Retrieval-Augmented Generation over Text, Tables, and Knowledge Graphs Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T21:00:42.595757Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e26a676-f699-4060-b081-08bb2fcf27bc · outbound

This paper cites In: 9th International Conference on Learning Representations, ICLR 2021, Virtual Event, Austria, May 3-7, 2021.

mmRAG: A Modular Benchmark for Retrieval-Augmented Generation over Text, Tables, and Knowledge Graphs In: 9th International Conference on Learning Representations, ICLR 2021, Virtual Event, Austria, May 3-7, 2021

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:00:43.326543Z

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 ee53e989-f001-4ddc-b048-0195e31ca7d0 · outbound

This paper cites an unresolved cited work.

mmRAG: A Modular Benchmark for Retrieval-Augmented Generation over Text, Tables, and Knowledge Graphs Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T21:00:42.605458Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2888963f-7e14-44b7-9314-b643e80c35cc · outbound

This paper cites DEXTER: A Benchmark for open-domain Complex Question Answering using LLMs.

mmRAG: A Modular Benchmark for Retrieval-Augmented Generation over Text, Tables, and Knowledge Graphs DEXTER: A Benchmark for open-domain Complex Question Answering using LLMs

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-15T21:00:42.610622Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a8f2183f-c16d-4af7-a76a-2860ff315c41 · outbound

This paper cites IEEE Trans.

mmRAG: A Modular Benchmark for Retrieval-Augmented Generation over Text, Tables, and Knowledge Graphs IEEE Trans

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T21:00:42.616137Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3887b4b-8c06-4257-b5e7-f299559db7e8 · outbound

This paper cites an unresolved cited work.

mmRAG: A Modular Benchmark for Retrieval-Augmented Generation over Text, Tables, and Knowledge Graphs Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-15T21:00:43.305157Z

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 06b59d64-fdf9-4d13-9f10-04b9f2def93d · outbound

This paper cites https://doi.org/10.57967/hf/5475, https://huggingface.co/datasets/ Askio/mmrag_benchmark.

mmRAG: A Modular Benchmark for Retrieval-Augmented Generation over Text, Tables, and Knowledge Graphs https://doi.org/10.57967/hf/5475, https://huggingface.co/datasets/ Askio/mmrag_benchmark

Reference 29

Resolution: verified exact; doi, observed 2026-08-15T21:00:42.760997Z

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 acda0458-12cd-404e-89c3-34c0b30e7af6 · outbound

This paper cites Qwen2 Technical Report.

mmRAG: A Modular Benchmark for Retrieval-Augmented Generation over Text, Tables, and Knowledge Graphs Qwen2 Technical Report

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-15T21:00:42.631503Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b46c02e1-ba40-423e-8bb2-b70d2c6aef9a · outbound

This paper cites In: Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing, Brussels, Belgium, October 31 - November 4, 2018.

mmRAG: A Modular Benchmark for Retrieval-Augmented Generation over Text, Tables, and Knowledge Graphs In: Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing, Brussels, Belgium, October 31 - November 4, 2018

Reference 31

Resolution: malformed identifier; no resolver link, observed 2026-08-15T21:00:42.635986Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b2e1e95-ea43-47de-b4e7-50138ea9265f · outbound

This paper cites UniversalRAG: Retrieval-Augmented Generation over Corpora of Diverse Modalities and Granularities.

mmRAG: A Modular Benchmark for Retrieval-Augmented Generation over Text, Tables, and Knowledge Graphs UniversalRAG: Retrieval-Augmented Generation over Corpora of Diverse Modalities and Granularities

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-15T21:00:42.640386Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e00200b-d38e-4080-850a-27e045c896fa · outbound

This paper cites In: Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics, ACL 2016, August 7-12, 2016, Berlin, Germany, Volume 2: Short Papers.

mmRAG: A Modular Benchmark for Retrieval-Augmented Generation over Text, Tables, and Knowledge Graphs In: Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics, ACL 2016, August 7-12, 2016, Berlin, Germany, Volume 2: Short Papers

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-15T21:00:42.645286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4237a8d-713b-42fe-9f5d-c11ee96ab807 · outbound

This paper cites VisRAG: Vision-based Retrieval-augmented Generation on Multi-modality Documents.

mmRAG: A Modular Benchmark for Retrieval-Augmented Generation over Text, Tables, and Knowledge Graphs VisRAG: Vision-based Retrieval-augmented Generation on Multi-modality Documents

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-15T21:00:42.649646Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c7399690-e4e8-4a5b-8af8-075ec4cc3e02 · outbound

This paper cites AI Open4, 1–12 (2023).

mmRAG: A Modular Benchmark for Retrieval-Augmented Generation over Text, Tables, and Knowledge Graphs AI Open4, 1–12 (2023)

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-15T21:00:42.654615Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5501904d-d16e-4529-a34b-5768999efbb9 · outbound

This paper cites mGTE: Generalized Long-Context Text Representation and Reranking Models for Multilingual Text Retrieval.

mmRAG: A Modular Benchmark for Retrieval-Augmented Generation over Text, Tables, and Knowledge Graphs mGTE: Generalized Long-Context Text Representation and Reranking Models for Multilingual Text Retrieval

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-15T21:00:42.659369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e23857b-2d84-4e0a-895d-4a5b29950cfb · outbound

This paper cites an unresolved cited work.

mmRAG: A Modular Benchmark for Retrieval-Augmented Generation over Text, Tables, and Knowledge Graphs Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-15T21:00:42.664546Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e2f9ce00-3063-4f0c-8441-b64e66fd34d1 · outbound

This paper cites 7640–7663.

mmRAG: A Modular Benchmark for Retrieval-Augmented Generation over Text, Tables, and Knowledge Graphs 7640–7663

Reference 2024

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:00:43.361248Z

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.

Pith citing papers

Observation 1c5d1a62-e920-485c-8767-bb8fffed445a · inbound

WorkSurface-Bench: Benchmarking Enterprise Agents on Multi-Surface Knowledge Routing cites this paper.

WorkSurface-Bench: Benchmarking Enterprise Agents on Multi-Surface Knowledge Routing mmRAG: A Modular Benchmark for Retrieval-Augmented Generation over Text, Tables, and Knowledge Graphs

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-01T01:35:09.707565Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.