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Paper Citation Record · LEDGER

MatterChat: A Multi-Modal LLM for Material Science

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 10 inbound Pith citation observations for arXiv:2502.13107.

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

pith.paper-citation-record.v1
2502.13107 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 10 of 10 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 10 of 10 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:34:31.360826Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-01T20:56:14.449117Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 9b41070b-7fc6-4413-a6d4-9835545bdc9e · inbound

Uncovering Bottlenecks and Optimizing Scientific Lab Workflows with Cycle Time Reduction Agents cites this paper.

Uncovering Bottlenecks and Optimizing Scientific Lab Workflows with Cycle Time Reduction Agents MatterChat: A Multi-Modal LLM for Material Science

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-07T14:34:31.360826Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:34:31.360826Z digest=sha256:4d915452992e0395543229ab2dee8c84bbf89727395da77c272758393ada1801

Observation a72248e3-174a-4e94-a11f-d0322d54f38d · inbound

Stress-Testing Multimodal Foundation Models for Crystallographic Reasoning cites this paper.

Stress-Testing Multimodal Foundation Models for Crystallographic Reasoning MatterChat: A Multi-Modal LLM for Material Science

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-07T00:43:54.508895Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:43:54.508895Z digest=sha256:5ccfa9131626593843ec216780550457f8530c6916e7d185c36c6bc2c07af5ef

Observation 31273d3d-26ef-4641-8961-5846f501f74b · inbound

A Survey of AI for Materials Science: Foundation Models, LLM Agents, Datasets, and Tools cites this paper.

A Survey of AI for Materials Science: Foundation Models, LLM Agents, Datasets, and Tools MatterChat: A Multi-Modal LLM for Material Science

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-06T22:45:50.476132Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T22:45:50.476132Z digest=sha256:7b31b1861c5b62773aff06676e856afb95959f0d0abf98e695385c950ce483f4

Observation 3717f4d1-333b-4666-a7a7-de1cf88fd272 · inbound

Perovskite-R1: a domain-specialized large language model for intelligent discovery of precursor additives and experimental design cites this paper.

Perovskite-R1: a domain-specialized large language model for intelligent discovery of precursor additives and experimental design MatterChat: A Multi-Modal LLM for Material Science

Reference 49

Resolution
metadata mismatch
arxiv_id, observed 2026-05-22T00:30:49.300154Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-22T00:26:35.977160Z digest=sha256:1a7be86c4b7685128eed65b1368e6e17570ecb037b666b9f4f7afcd431836487

Observation c42752fa-7645-4ce8-a9da-1b9ff5aaa83f · inbound

AtomWorld: A Benchmark for Evaluating Spatial Reasoning in Large Language Models on Crystalline Materials cites this paper.

AtomWorld: A Benchmark for Evaluating Spatial Reasoning in Large Language Models on Crystalline Materials MatterChat: A Multi-Modal LLM for Material Science

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-04T11:26:06.512614Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T11:26:06.512614Z digest=sha256:941c1f2eb034396a733951df5d83dd90e02257d6249cbe3b5fa586e5726b2bd3

Observation 48d93810-3102-4644-8cf1-5b0fe0ea7ed8 · inbound

Scale-Dependent Input Representation and Confidence Estimation for LLMs in Materials Property Prediction cites this paper.

Scale-Dependent Input Representation and Confidence Estimation for LLMs in Materials Property Prediction MatterChat: A Multi-Modal LLM for Material Science

Reference 8

Resolution
metadata mismatch
arxiv_id, observed 2026-05-12T11:01:31.635693Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-07T16:03:26.733022Z digest=sha256:bc660008f06fa25255a00a9531f64dc1190186973254f408ae49f3ced8e8aa0a

Observation a7a1486f-4d86-4532-b67b-099a27b4208c · inbound

SciCore-Mol: Augmenting Large Language Models with Pluggable Molecular Cognition Modules cites this paper.

SciCore-Mol: Augmenting Large Language Models with Pluggable Molecular Cognition Modules MatterChat: A Multi-Modal LLM for Material Science

Reference 43

Resolution
verified exact
arxiv_id, observed 2026-05-22T05:31:07.770876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-22T05:27:01.285624Z digest=sha256:d9e4144b9adb0266bb6ca9140563e7bacc37919785b10b4e1a2656a0d53e10ff

Observation 2fdbd9f8-5be0-4aaf-b393-37813643048f · inbound

General-purpose LLMs as Constrained Crystal Composition Generators cites this paper.

General-purpose LLMs as Constrained Crystal Composition Generators MatterChat: A Multi-Modal LLM for Material Science

Reference 23

Resolution
verified exact
arxiv_id, observed 2026-07-01T19:56:11.222830Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-28T21:53:29.062019Z digest=sha256:037d3d61bddb86b3adc35f2f18d263a3b6769949e2efdd816a75683cd8083559

Observation c4329a7d-dfd6-4cc4-9c30-b2d5943236c2 · inbound

Reasoning4Sciences: Bridging Reasoning Language Models to All Scientific Branches cites this paper.

Reasoning4Sciences: Bridging Reasoning Language Models to All Scientific Branches MatterChat: A Multi-Modal LLM for Material Science

Reference 267

Resolution
verified exact
arxiv_id, observed 2026-07-01T20:56:14.450455Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-28T17:35:01.285534Z digest=sha256:e1eb59d5cee56778ad55db48280ab72a29d35ae8fa70934c94cff8fdf39650a5

Observation 322d1a41-5a57-4873-9014-c9b7befdd3fe · inbound

Reasoning4Sciences: Bridging Reasoning Language Models to All Scientific Branches cites this paper.

Reasoning4Sciences: Bridging Reasoning Language Models to All Scientific Branches MatterChat: A Multi-Modal LLM for Material Science

Reference 284

Resolution
verified exact
arxiv_id, observed 2026-07-01T08:35:34.052430Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-07-01T07:22:25.349398Z digest=sha256:c43256f4a4b42ce2caa19551cc20676a1d048bddfd4cbd51e846527769e0af61