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Paper Citation Record · LEDGER

Dynamic Commonsense Coordination for Empathetic Response Generation

As of 9 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 0 inbound Pith citation observations for arXiv:2607.22136.

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

pith.paper-citation-record.v1
2607.22136 v1

Coverage vector

measured 36 of 36 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T05:43:52.134927Z

measured 36 of 36 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 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

36 of 36 outbound references displayed

  • verified exact10
  • verified fuzzy0
  • unresolved26
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3d5c7b55-0f8f-4a49-8667-1e359efc74e8 · outbound

This paper cites , author=.

Dynamic Commonsense Coordination for Empathetic Response Generation , author=

Reference 1

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unresolved
no resolver link, observed 2026-08-01T05:43:48.883604Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T05:43:48.883604Z digest=sha256:8a177b6223e21538597b4b5abe279fe28c506a51a4b137c2670695204fdd8d32

Observation 9c4592d3-b802-4b9e-af84-fd7461e56369 · outbound

This paper cites The Psychological Record , volume=.

Dynamic Commonsense Coordination for Empathetic Response Generation The Psychological Record , volume=

Reference 2

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no resolver link, observed 2026-08-01T05:43:49.001841Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T05:43:49.001841Z digest=sha256:1820efc9f8cbfbd37e470a90b66025ce347e6f9a20eae27ab0e59984b86ef9e4

Observation 4c0f3adb-e053-4e61-a13e-b5b7a326dbd3 · outbound

This paper cites Annals of the new York Academy of Sciences , volume=.

Dynamic Commonsense Coordination for Empathetic Response Generation Annals of the new York Academy of Sciences , volume=

Reference 3

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no resolver link, observed 2026-08-01T05:43:49.163092Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T05:43:49.163092Z digest=sha256:8228ae7e9355533d3b23711becfad13aa68f31eea8da7682bf72a14838ba3296

Observation 67e75a23-fb87-4f85-9e33-cbc75303fcb2 · outbound

This paper cites Towards Empathetic Open-domain Conversation Models:.

Dynamic Commonsense Coordination for Empathetic Response Generation Towards Empathetic Open-domain Conversation Models:

Reference 4

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no resolver link, observed 2026-08-01T05:43:49.262802Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T05:43:49.262802Z digest=sha256:edc8ffd2c2d319bffd0886e48ab6549b04c4a8e70d4e77f2cb5ca979b2bbc19d

Observation 4b5732de-2808-4da2-8322-5780b959428e · outbound

This paper cites MoEL: Mixture of Empathetic Listeners , booktitle =.

Dynamic Commonsense Coordination for Empathetic Response Generation MoEL: Mixture of Empathetic Listeners , booktitle =

Reference 5

Resolution
verified exact
doi, observed 2026-08-01T05:48:25.697934Z

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=arxiv_source observed=2026-08-01T05:43:49.399351Z digest=sha256:ec963a230145152383f76cc06a82f408394be424427cc83a505293664cac8fcd

Observation 1b5cb5d6-91e1-4b05-a316-04f9d6167b35 · outbound

This paper cites Gelbukh and Rada Mihalcea and Soujanya Poria , editor =.

Dynamic Commonsense Coordination for Empathetic Response Generation Gelbukh and Rada Mihalcea and Soujanya Poria , editor =

Reference 6

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unresolved
no resolver link, observed 2026-08-01T05:43:49.510031Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T05:43:49.510031Z digest=sha256:c918b8ff266b279ae5b2fbf6debf4749bc209dd58dc5bb1bbed3408e52aed9c1

Observation 496593c9-1a3c-4f1c-9710-e416c3997586 · outbound

This paper cites EmpDG: Multi-resolution Interactive Empathetic Dialogue Generation , booktitle =.

Dynamic Commonsense Coordination for Empathetic Response Generation EmpDG: Multi-resolution Interactive Empathetic Dialogue Generation , booktitle =

Reference 7

Resolution
verified exact
doi, observed 2026-08-01T05:48:25.633300Z

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=arxiv_source observed=2026-08-01T05:43:49.678942Z digest=sha256:4c7e18982988b93e3d8c153309bafdc89bd55980422f693965597ca8e86e6a80

Observation 40d85c36-2144-4b10-9d51-5bd687924475 · outbound

This paper cites Thirty-Fifth.

Dynamic Commonsense Coordination for Empathetic Response Generation Thirty-Fifth

Reference 8

Resolution
verified exact
doi, observed 2026-08-01T05:48:25.527258Z

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=arxiv_source observed=2026-08-01T05:43:49.754892Z digest=sha256:96d15aa9379fef6b62b7ee2c3655f3fb008e7e3ad5795bf1fcd47253d646d546

Observation 5ec7888b-f5d0-492f-bfc3-4266d4ee3c97 · outbound

This paper cites Thirty-Sixth.

Dynamic Commonsense Coordination for Empathetic Response Generation Thirty-Sixth

Reference 9

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no resolver link, observed 2026-08-01T05:43:49.882827Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T05:43:49.882827Z digest=sha256:9d9af88920d0e680f3614bf56f55707f8fd5e16df5a5b148385a99df54fb86dd

Observation e46dcf2b-421c-411c-89ec-f57c42ba43a8 · outbound

This paper cites Thirty-Sixth.

Dynamic Commonsense Coordination for Empathetic Response Generation Thirty-Sixth

Reference 10

Resolution
verified exact
doi, observed 2026-08-01T05:48:25.432200Z

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=arxiv_source observed=2026-08-01T05:43:50.013712Z digest=sha256:9759fa0ced20832f94958c225c110dc9b75544b4664c262515b8691fdb636ad4

Observation b76a9a1c-0cdc-4363-b3e0-0a2321f31282 · outbound

This paper cites Empathetic Dialogue Generation via Sensitive Emotion Recognition and Sensible Knowledge Selection , booktitle =.

Dynamic Commonsense Coordination for Empathetic Response Generation Empathetic Dialogue Generation via Sensitive Emotion Recognition and Sensible Knowledge Selection , booktitle =

Reference 11

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verified exact
doi, observed 2026-08-01T05:48:25.329851Z

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=arxiv_source observed=2026-08-01T05:43:50.058737Z digest=sha256:7d95b40b9f6c747048ef8735143c4d05ff57e9eef03e5ef3266495ec10c0d0f7

Observation fe495ab8-4952-403f-b967-5bd7349a105c · outbound

This paper cites Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers),.

Dynamic Commonsense Coordination for Empathetic Response Generation Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers),

Reference 12

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unresolved
no resolver link, observed 2026-08-01T05:43:50.124251Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T05:43:50.124251Z digest=sha256:8adeea158e5152f1599155e937505b19d5ea21d9eed9372740b53800ea0d1569

Observation 591c3c1c-523b-46f5-af4d-f5dd38c992a1 · outbound

This paper cites Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing,.

Dynamic Commonsense Coordination for Empathetic Response Generation Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing,

Reference 13

Resolution
verified exact
doi, observed 2026-08-01T05:48:25.222495Z

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=arxiv_source observed=2026-08-01T05:43:50.221243Z digest=sha256:701c530427d80bb080040f4e218393d8d3955dcd37cb58d9f5f16e0e410f6845

Observation 7c6d26d8-46e5-4c0c-bc02-5e3aa3d0d5a7 · outbound

This paper cites Improving Empathetic Dialogue Generation by Dynamically Infusing Commonsense Knowledge , booktitle =.

Dynamic Commonsense Coordination for Empathetic Response Generation Improving Empathetic Dialogue Generation by Dynamically Infusing Commonsense Knowledge , booktitle =

Reference 14

Resolution
verified exact
doi, observed 2026-08-01T05:48:25.101231Z

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=arxiv_source observed=2026-08-01T05:43:50.297570Z digest=sha256:52f4fe9d0722175189897d4ece4e925fbd2e4f634a128ef0b4cd08e6e588effb

Observation 222261ce-3f25-4e84-895e-6a32f45a950e · outbound

This paper cites Exploiting Emotion-Semantic Correlations for Empathetic Response Generation , booktitle =.

Dynamic Commonsense Coordination for Empathetic Response Generation Exploiting Emotion-Semantic Correlations for Empathetic Response Generation , booktitle =

Reference 15

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verified exact
doi, observed 2026-08-01T05:48:24.961339Z

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=arxiv_source observed=2026-08-01T05:43:50.416439Z digest=sha256:9d179e769e933ae49ffc6d68a4d24c232e2bcc110d28452c257b42be82535a01

Observation 4925f4cc-43e2-4faa-b2e6-b90257660b0b · outbound

This paper cites an unresolved cited work.

Dynamic Commonsense Coordination for Empathetic Response Generation Unresolved cited work

Reference 16

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no resolver link, observed 2026-08-01T05:43:50.482889Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T05:43:50.482889Z digest=sha256:a546fc62bf197a44d141c5573ace2738ff17e710f11186a2ce7948836f87a1b6

Observation 4c8d4ca9-269d-45b6-b6ab-5619e93b248f · outbound

This paper cites An Iterative Associative Memory Model for Empathetic Response Generation , booktitle =.

Dynamic Commonsense Coordination for Empathetic Response Generation An Iterative Associative Memory Model for Empathetic Response Generation , booktitle =

Reference 17

Resolution
verified exact
doi, observed 2026-08-01T05:48:24.803899Z

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=arxiv_source observed=2026-08-01T05:43:50.547633Z digest=sha256:0f6d23afe7e2206db1ca2ab77d8cc8017916b589ceb49518e717936ef69d2efd

Observation 10b5e403-5ed0-4072-ad92-b2b4936cbdfb · outbound

This paper cites Cause-Aware Empathetic Response Generation via Chain-of-Thought Fine-Tuning.

Dynamic Commonsense Coordination for Empathetic Response Generation Cause-Aware Empathetic Response Generation via Chain-of-Thought Fine-Tuning

Reference 18

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unresolved
no resolver link, observed 2026-08-01T05:43:50.648051Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T05:43:50.648051Z digest=sha256:7ab22cfcda76173423fe04396f425e7edc9912aafef849b52593478bf46bf031

Observation c7d94a7d-c29b-4e98-bf46-a0d6ffe2584e · outbound

This paper cites Fine-Grained Emotion Recognition via In-Context Learning , booktitle =.

Dynamic Commonsense Coordination for Empathetic Response Generation Fine-Grained Emotion Recognition via In-Context Learning , booktitle =

Reference 19

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no resolver link, observed 2026-08-01T05:43:50.686261Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T05:43:50.686261Z digest=sha256:237477b937d05a79c04627fdd5124d70480e3428eec0cf9423fdf96b62487643

Observation f71aedeb-7fbe-4cd1-83fd-6af5390fb4c9 · outbound

This paper cites ReflectDiffu: Reflect between Emotion-intent Contagion and Mimicry for Empathetic Response Generation via a RL-Diffusion Framework , booktitle =.

Dynamic Commonsense Coordination for Empathetic Response Generation ReflectDiffu: Reflect between Emotion-intent Contagion and Mimicry for Empathetic Response Generation via a RL-Diffusion Framework , booktitle =

Reference 20

Resolution
verified exact
doi, observed 2026-08-01T05:48:24.647962Z

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=arxiv_source observed=2026-08-01T05:43:50.764363Z digest=sha256:05c7d0febe5eae95104d4909de451b1ad6b6dea8dbca4063e4a7bf4ddee51f98

Observation 7d6d2a95-8ce2-4352-a279-e5dd43d8eea3 · outbound

This paper cites STRIDE-ED: A Strategy-Grounded Stepwise Reasoning Framework for Empathetic Dialogue Systems.

Dynamic Commonsense Coordination for Empathetic Response Generation STRIDE-ED: A Strategy-Grounded Stepwise Reasoning Framework for Empathetic Dialogue Systems

Reference 21

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unresolved
no resolver link, observed 2026-08-01T05:43:50.857483Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T05:43:50.857483Z digest=sha256:003c181b4727e5b46a101d3b2a9d2dfb7899a8065abe3ba1c9be653005f40a48

Observation a8541bd1-8a3c-4fc6-bf6d-775e2d018eef · outbound

This paper cites Proceedings of the 57th Conference of the Association for Computational Linguistics,.

Dynamic Commonsense Coordination for Empathetic Response Generation Proceedings of the 57th Conference of the Association for Computational Linguistics,

Reference 22

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no resolver link, observed 2026-08-01T05:43:50.952046Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T05:43:50.952046Z digest=sha256:87b50d0a1e715b3fedeb956d8ad2677cb7d4d740d1a6df4f88f21dd778dc4aae

Observation 817f0285-c735-4c59-9dbd-7cba05536f0b · outbound

This paper cites Hwang and Chandra Bhagavatula and Ronan Le Bras and Jeff Da and Keisuke Sakaguchi and Antoine Bosselut and Yejin Choi , title =.

Dynamic Commonsense Coordination for Empathetic Response Generation Hwang and Chandra Bhagavatula and Ronan Le Bras and Jeff Da and Keisuke Sakaguchi and Antoine Bosselut and Yejin Choi , title =

Reference 23

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no resolver link, observed 2026-08-01T05:43:51.039598Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T05:43:51.039598Z digest=sha256:eb0a7267a7d5279f32cb84345d1c48d1dcc2f3a1f4f655806abe050e15723def

Observation 2be57d22-d1eb-4aee-a82d-749435e37208 · outbound

This paper cites Smith and Yejin Choi , title =.

Dynamic Commonsense Coordination for Empathetic Response Generation Smith and Yejin Choi , title =

Reference 24

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no resolver link, observed 2026-08-01T05:43:51.102733Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T05:43:51.102733Z digest=sha256:c36fb67940c2772f2ee50d4f99dcdbcfd020e5cf1690e259818dbec7c75c20b4

Observation 3c8a6d01-bea5-4150-a5a2-df381cea1ccb · outbound

This paper cites ConceptNet 5.5: An Open Multilingual Graph of General Knowledge , booktitle =.

Dynamic Commonsense Coordination for Empathetic Response Generation ConceptNet 5.5: An Open Multilingual Graph of General Knowledge , booktitle =

Reference 25

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no resolver link, observed 2026-08-01T05:43:51.167153Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T05:43:51.167153Z digest=sha256:1c439e57098ca7984059d3d934171385155aeee1a8da1c3df3837d3a77ff512f

Observation d4791170-587f-489a-81a8-5f6e16a7395d · outbound

This paper cites Mohammad , editor =.

Dynamic Commonsense Coordination for Empathetic Response Generation Mohammad , editor =

Reference 26

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no resolver link, observed 2026-08-01T05:43:51.248316Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T05:43:51.248316Z digest=sha256:2e846d2db8234917f4defb9638c3ef70dc90301e3b39173302a26750fb5d9138

Observation b42d553c-d58d-4555-b314-ca13bc385f87 · outbound

This paper cites Gomez and Lukasz Kaiser and Illia Polosukhin , editor =.

Dynamic Commonsense Coordination for Empathetic Response Generation Gomez and Lukasz Kaiser and Illia Polosukhin , editor =

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-01T05:43:51.349807Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T05:43:51.349807Z digest=sha256:31065e0c7c0be48289c8c0fe03da938edf8714a02d51562fae7048c93127fb7f

Observation efe11df1-03df-483e-adbd-56ec1e891d67 · outbound

This paper cites Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies,.

Dynamic Commonsense Coordination for Empathetic Response Generation Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies,

Reference 28

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unresolved
no resolver link, observed 2026-08-01T05:43:51.439978Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T05:43:51.439978Z digest=sha256:a1f4cea493fed871cb74c1b4e89b686fdbf4a2d19655638bbe72e26c067f3ca1

Observation 234cd3f0-8fc0-4355-8d8b-edae69b2f58d · outbound

This paper cites Attention Residuals.

Dynamic Commonsense Coordination for Empathetic Response Generation Attention Residuals

Reference 29

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no resolver link, observed 2026-08-01T05:43:51.525154Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T05:43:51.525154Z digest=sha256:49c9a11dbabbbeb24ca06070247415289e4cb4892d2f02771a01dc6e1ef235f2

Observation d4f96a62-4564-4618-89e8-932b60013c76 · outbound

This paper cites DeepSeek-V3.2: Pushing the Frontier of Open Large Language Models.

Dynamic Commonsense Coordination for Empathetic Response Generation DeepSeek-V3.2: Pushing the Frontier of Open Large Language Models

Reference 30

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no resolver link, observed 2026-08-01T05:43:51.620918Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T05:43:51.620918Z digest=sha256:66b5615ec4257eb918a8a81b9828c2bf80f08e17d83549f3076d94c21ae68f55

Observation 8b13094d-b64a-4f6e-9f54-402bd7a6d7b2 · outbound

This paper cites A Diversity-Promoting Objective Function for Neural Conversation Models , booktitle =.

Dynamic Commonsense Coordination for Empathetic Response Generation A Diversity-Promoting Objective Function for Neural Conversation Models , booktitle =

Reference 31

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no resolver link, observed 2026-08-01T05:43:51.717399Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T05:43:51.717399Z digest=sha256:c0b546b59b1b524973d714c212364b7a9012313d8696558b57bdc1248a405c2a

Observation 268a0261-4121-430b-b55c-305b2cf86d56 · outbound

This paper cites Improving Neural Response Diversity with Frequency-Aware Cross-Entropy Loss , booktitle =.

Dynamic Commonsense Coordination for Empathetic Response Generation Improving Neural Response Diversity with Frequency-Aware Cross-Entropy Loss , booktitle =

Reference 32

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no resolver link, observed 2026-08-01T05:43:51.815422Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T05:43:51.815422Z digest=sha256:b437cc384acc1a9912bf724d0b5e93254eba82cbb34b5aa7338f265c27a8c8ed

Observation 7560c30b-2a59-4a16-bf34-254ae54dd25d · outbound

This paper cites Kingma and Jimmy Ba , editor =.

Dynamic Commonsense Coordination for Empathetic Response Generation Kingma and Jimmy Ba , editor =

Reference 33

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unresolved
no resolver link, observed 2026-08-01T05:43:51.899575Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T05:43:51.899575Z digest=sha256:3334c27e84cc9b3355c6cdc8ec2fcf1e135543f9d00402dddd62a8d707366f45

Observation f2219f5d-d157-4f7a-95b7-9dd5eaa5a730 · outbound

This paper cites Manning , editor =.

Dynamic Commonsense Coordination for Empathetic Response Generation Manning , editor =

Reference 34

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no resolver link, observed 2026-08-01T05:43:51.991782Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T05:43:51.991782Z digest=sha256:3c2a5df0dea6e870463bf6cf0b0b440be1afbf375f7ec3af487f64c0f97b2443

Observation 377fa85a-30c9-45da-9240-d359bc8fcdcb · outbound

This paper cites Miller and Adam Fisch and Jesse Dodge and Amir.

Dynamic Commonsense Coordination for Empathetic Response Generation Miller and Adam Fisch and Jesse Dodge and Amir

Reference 35

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no resolver link, observed 2026-08-01T05:43:52.055018Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T05:43:52.055018Z digest=sha256:7ed30d106d43bac6cd0c8b544883c6377cf028cbe81a5a39e2abb819178929bc

Observation 74dac078-6a48-40d1-acc1-6595cf34e258 · outbound

This paper cites Educational and psychological measurement , volume=.

Dynamic Commonsense Coordination for Empathetic Response Generation Educational and psychological measurement , volume=

Reference 36

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no resolver link, observed 2026-08-01T05:43:52.134927Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T05:43:52.134927Z digest=sha256:7406f4cb271f657cab5c7b201ceeb962b575a90e8567a87e1edfc7829fcbf747

Pith citing papers

No inbound Pith citation observations are available.