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Paper Citation Record · LEDGER

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis

As of 18 August 2026, this Paper Citation Record lists 81 of 81 outbound references and 2 inbound Pith citation observations for arXiv:2412.06786.

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

pith.paper-citation-record.v1
2412.06786 v3

Coverage vector

measured 81 of 81 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T19:23:52.025941Z

measured 83 of 83 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T17:58:10.675454Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T15:22:34.125627Z

Reference resolution

81 of 81 outbound references displayed

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  • verified fuzzy70
  • unresolved10
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  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2449ae32-fe3a-410f-b805-3fae674a097c · outbound

This paper cites Nakano, and Louis-Philippe Morency.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Nakano, and Louis-Philippe Morency

Reference 1

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation a65eb9fc-a926-4df2-8248-497bf3c9892a · outbound

This paper cites Style-controllable speech-driven gesture synthesis using normalising flows.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Style-controllable speech-driven gesture synthesis using normalising flows

Reference 2

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 61dbc38a-68ca-420a-8a20-39cf0c957dc5 · outbound

This paper cites Gesturediffuclip: Gesture diffusion model with clip latents.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Gesturediffuclip: Gesture diffusion model with clip latents

Reference 3

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 3086194c-1df4-4ef8-a75f-b65b60194c05 · outbound

This paper cites wav2vec 2.0: A framework for self-supervised learning of speech representations.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis wav2vec 2.0: A framework for self-supervised learning of speech representations

Reference 4

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 1c30fe27-dd94-4492-bf53-1db98f9a65d6 · outbound

This paper cites Gnetic–using bayesian decision networks for iconic gesture generation.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Gnetic–using bayesian decision networks for iconic gesture generation

Reference 5

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 0ecc64d8-fead-400c-957a-740055a6d36f · outbound

This paper cites Bernard, Zachary B.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Bernard, Zachary B

Reference 6

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 881571cc-e15e-4ccb-81d3-2e3ce5ed8ef5 · outbound

This paper cites A repertoire of Ger- man recurrent gestures with pragmatic functions.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis A repertoire of Ger- man recurrent gestures with pragmatic functions

Reference 7

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 13830e35-bdfa-4d4e-99b8-1f1cc5a8181e · outbound

This paper cites Motion matching-the road to next gen animation.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Motion matching-the road to next gen animation

Reference 8

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation d4f40b8c-09c9-43db-a07a-fd7a7ee2d603 · outbound

This paper cites an unresolved cited work.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Unresolved cited work

Reference 9

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation dd347c1a-d827-4c80-9da8-85a4debe9221 · outbound

This paper cites Beat: The behavior expression animation toolkit.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Beat: The behavior expression animation toolkit

Reference 10

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation e6400655-bec4-4c26-ba0d-701722287662 · outbound

This paper cites Motion matching and the road to next- gen animation.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Motion matching and the road to next- gen animation

Reference 11

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 98ce2f11-92d0-4deb-8b8b-1ccb843fb229 · outbound

This paper cites Mofusion: A framework for denoising-diffusion-based motion synthesis.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Mofusion: A framework for denoising-diffusion-based motion synthesis

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-11T19:23:51.711938Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation bdfda7a9-7977-4da8-9c67-0efd15b1526d · outbound

This paper cites Bert: Pre-training of deep bidirectional trans- formers for language understanding.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Bert: Pre-training of deep bidirectional trans- formers for language understanding

Reference 13

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 35280a80-d952-4d8e-9b87-db13478ff697 · outbound

This paper cites Diffusion models beat gans on image synthesis.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Diffusion models beat gans on image synthesis

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T19:23:52.944804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 21d1b94e-f45f-4c2f-8c97-3ee885d1e2b7 · outbound

This paper cites Adam: A method for stochastic opti- mization.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Adam: A method for stochastic opti- mization

Reference 15

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T19:23:51.724566Z digest=sha256:bc78c61bf31b81171c21d46180f8557df66392ade65d3948c22a7ff2b9c89eb1

Observation 87c169fa-b181-4b90-a5ab-9c2638aeac48 · outbound

This paper cites Gesture synthesis adapted to speech emphasis.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Gesture synthesis adapted to speech emphasis

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T19:23:52.920229Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation f4e721fc-4dd4-471c-8100-cc1f3ac04f94 · outbound

This paper cites Investigating the use of recurrent motion modelling for speech gesture generation.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Investigating the use of recurrent motion modelling for speech gesture generation

Reference 17

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 7eb2cbe6-bcf9-4852-a9d0-a18ed1356941 · outbound

This paper cites Adver- sarial gesture generation with realistic gesture phasing.Com- puters & Graphics, 89:117–130, 2020.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Adver- sarial gesture generation with realistic gesture phasing.Com- puters & Graphics, 89:117–130, 2020

Reference 18

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation ffa00226-c8f1-4144-9202-c7e0bf88ef3b · outbound

This paper cites Express- gesture: Expressive gesture generation from speech through database matching.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Express- gesture: Expressive gesture generation from speech through database matching

Reference 19

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 3100fff6-a231-4f03-8a38-2e745f1e32f9 · outbound

This paper cites Troje, and Marc-Andr ´e Carbonneau.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Troje, and Marc-Andr ´e Carbonneau

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T19:23:52.864783Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 624fb8f2-e483-4875-a237-46ca0aab5a2f · outbound

This paper cites Imos: Intent-driven full-body motion synthesis for human-object interactions.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Imos: Intent-driven full-body motion synthesis for human-object interactions

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T19:23:52.850954Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation aba544f6-62fb-49db-b88b-fc5be1b50974 · outbound

This paper cites Remos: 3d motion- conditioned reaction synthesis for two-person interactions.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Remos: 3d motion- conditioned reaction synthesis for two-person interactions

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T19:23:52.837141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 9c423cff-7b82-4eb1-9d36-a07d80575cc1 · outbound

This paper cites Iterative motion editing with natural language.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Iterative motion editing with natural language

Reference 23

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation a60b0272-e5df-42af-aed8-912e5e5ee4b4 · outbound

This paper cites Learning speech-driven 3d conversational gestures from video.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Learning speech-driven 3d conversational gestures from video

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T19:23:52.810757Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 616cfef0-dab8-4e42-8515-8b119177db9d · outbound

This paper cites A motion matching-based framework for controllable gesture synthesis from speech.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis A motion matching-based framework for controllable gesture synthesis from speech

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T19:23:52.796442Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation de698d6f-97b6-4a57-8d24-65c94e5f2ad6 · outbound

This paper cites The verbal-kinesic enactment of contrast in north american english.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis The verbal-kinesic enactment of contrast in north american english

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T19:23:52.782241Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation d0cfb653-e545-4e32-8acb-99cae99e18bd · outbound

This paper cites Denoising diffu- sion probabilistic models.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Denoising diffu- sion probabilistic models

Reference 27

Resolution
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 73e495f4-3450-48c9-8d7c-96f361299fb0 · outbound

This paper cites Character control with neural networks and machine learning.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Character control with neural networks and machine learning

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T19:23:52.757879Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation c06dd7d6-fe20-43af-a887-e8eef4f120c3 · outbound

This paper cites Learned motion matching.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Learned motion matching

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T19:23:52.744521Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation d8c12727-740a-4fdf-943c-bd57f09f0e11 · outbound

This paper cites Como: Controllable motion generation through language guided pose code edit- ing.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Como: Controllable motion generation through language guided pose code edit- ing

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T19:23:52.732249Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 57507b9b-11ca-44eb-9f8f-6fa3bdce9e60 · outbound

This paper cites The raised index finger gesture in Hebrew mul- timodal interaction.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis The raised index finger gesture in Hebrew mul- timodal interaction

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T19:23:52.720033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T19:23:51.798796Z digest=sha256:e6eb94bce17c64579305be63502149c832d9c789780d6fd0a80553d0453eeeb2

Observation 1b9a1718-0323-4fb0-911a-7b44695c4668 · outbound

This paper cites Gesture: Visible action as utterance.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Gesture: Visible action as utterance

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T19:23:52.706944Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T19:23:51.802810Z digest=sha256:16605e9770c4dcfddb2e7df4f7e0f824cb765b4e10ce51dfcc933a029860a70b

Observation f71cb779-d0f0-4a6a-ab18-0996d69cadad · outbound

This paper cites Gesture generation by imitation: From hu- man behavior to computer character animation.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Gesture generation by imitation: From hu- man behavior to computer character animation

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T19:23:52.693507Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T19:23:51.807735Z digest=sha256:7c2c2b689335f7d190ce43915445f532b4854da9cb78f01afeddbc9b232fda21

Observation 26ce5775-e48f-4258-aa73-7b4dec2e2f05 · outbound

This paper cites discopy: A neural system for shallow dis- course parsing.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis discopy: A neural system for shallow dis- course parsing

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T19:23:52.679974Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T19:23:51.812111Z digest=sha256:b27634d73ef90731cb04b007f1fb0fc031ffdd56a1fe277576ad55344fd65c98

Observation 214820b3-8d73-444f-beb2-5ec1c218af8a · outbound

This paper cites Analyzing input and output representations for speech-driven gesture genera- tion.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Analyzing input and output representations for speech-driven gesture genera- tion

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T19:23:52.666712Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T19:23:51.816022Z digest=sha256:72fecbf9323e5d7924f7e112548fbf0217442a8c8b82d4f28f9a107f3a542412

Observation 89a2d9aa-6bae-4e47-b4e3-862ee65cf42f · outbound

This paper cites Speech2Properties2Gestures: Gesture-property predic- tion as a tool for generating representational gestures from speech.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Speech2Properties2Gestures: Gesture-property predic- tion as a tool for generating representational gestures from speech

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T19:23:52.648299Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T19:23:51.819902Z digest=sha256:e5978aa408d422621ab2ae06a83ea4a9decd06c037b3ac70dc4caf9320965aba

Observation 7e324f01-d5c5-4ce7-a60b-6bbabf8dff9f · outbound

This paper cites Tracking discourse topics in co-speech gesture.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Tracking discourse topics in co-speech gesture

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T19:23:52.634591Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T19:23:51.824391Z digest=sha256:02095494704527c6893ff6de846892f95915e4d97be20e8243bac1ec59c7e811

Observation c0f6b0c9-bd61-4a66-bdd8-2983529fc13a · outbound

This paper cites Ross, and Angjoo Kanazawa.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Ross, and Angjoo Kanazawa

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T19:23:52.621075Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T19:23:51.830075Z digest=sha256:9a805b8f001dba24381bb77acd03b10993a5edd1562d5fe82f253fae5b9a4b6c

Observation 20025e7e-1417-4512-8f05-06b146bc90f8 · outbound

This paper cites Beat: A large-scale semantic and emotional multi-modal dataset for conversational gestures synthesis.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Beat: A large-scale semantic and emotional multi-modal dataset for conversational gestures synthesis

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T19:23:52.600436Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T19:23:51.834037Z digest=sha256:aeb409865a5f5b5777e58925ad79086596f5585afdf98433347531a2560424bd

Observation e06f1bb9-f939-44e2-b760-0966764f2b90 · outbound

This paper cites Emage: Towards unified holis- tic co-speech gesture generation via expressive masked audio gesture modeling.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Emage: Towards unified holis- tic co-speech gesture generation via expressive masked audio gesture modeling

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T19:23:52.586346Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T19:23:51.838841Z digest=sha256:3d95a16195eb21fdc165a7fd936c2a426496e8267f81162ed195e18addba5809

Observation e6d5e1af-d904-49fb-8f18-285981359513 · outbound

This paper cites Repaint: Inpainting using denoising diffusion probabilistic models.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Repaint: Inpainting using denoising diffusion probabilistic models

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-11T19:23:51.843921Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T19:23:51.843921Z digest=sha256:7a70ada38d541955a434db21ba4df2bb09b7079741112847b7ebc4fe0a4178dd

Observation 89dac410-a0fa-4a1a-ba4d-02b658955c6c · outbound

This paper cites Rhetorical Struc- ture Theory: Toward a functional theory of text organization.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Rhetorical Struc- ture Theory: Toward a functional theory of text organization

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T19:23:52.565108Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T19:23:51.849904Z digest=sha256:40ff005ed13e173440d049a7af9adeac9118cef351782bce810f4bb2657fb9a6

Observation 5f3704e5-2257-4311-803f-9d743f9e7755 · outbound

This paper cites Hand and Mind: What Gestures Reveal About Thought.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Hand and Mind: What Gestures Reveal About Thought

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T19:23:52.552804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T19:23:51.854279Z digest=sha256:c2dc3109f1ff7837d9435f48482b38df6a37856076c60702a13f93562a85617e

Observation abfaf61d-8982-42b1-ae6b-48134e4e7ef7 · outbound

This paper cites Gesture and Thought.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Gesture and Thought

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T19:23:52.540554Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T19:23:51.858394Z digest=sha256:6d945a7bf6629e4d0b2cf3e210a3ee18e6bec61d93d9dd9f59775b81d569c136

Observation 6ea67c23-da58-453b-8bae-e2941e3d5a0a · outbound

This paper cites Gesture in discourse.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Gesture in discourse

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T19:23:52.523781Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T19:23:51.863180Z digest=sha256:f1876aa5d6cf7926efc30d25ef586eca9b5dcdfd110fd62f24acd6ff2910a5c1

Observation 5fa30d6c-370c-4d0f-98d8-2d4a46216df2 · outbound

This paper cites Null-text inversion for editing real images using guided diffusion models.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Null-text inversion for editing real images using guided diffusion models

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T19:23:52.510923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T19:23:51.867225Z digest=sha256:02f98ae5d3ab02f693d4c7aed48d911832443169c98ddf3fc970f41c6f90751d

Observation 5eb645d4-ad03-41ce-993a-f22092326256 · outbound

This paper cites Convofusion: Multi-modal conversational diffu- sion for co-speech gesture synthesis.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Convofusion: Multi-modal conversational diffu- sion for co-speech gesture synthesis

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T19:23:52.498087Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T19:23:51.871514Z digest=sha256:0f642fb7ed1a79feed8594efd3d73a4470db285d63caeb51c31c3a1df1e85398

Observation 54508a8b-1814-4340-9d57-3f38bb210f57 · outbound

This paper cites Towards a GENEA Leaderboard -- an Extended, Living Benchmark for Evaluating and Advancing Conversational Motion Synthesis.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Towards a GENEA Leaderboard -- an Extended, Living Benchmark for Evaluating and Advancing Conversational Motion Synthesis

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-11T19:23:51.875514Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T19:23:51.875514Z digest=sha256:bb7ebdae45f7620539de5185feb805910c8599055da71702e2285ed8f7f4651f

Observation 75c2fab8-f1a1-4ab9-9124-703250c94f5c · outbound

This paper cites Hand gesture synthesis for conversational characters.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Hand gesture synthesis for conversational characters

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T19:23:52.485606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T19:23:51.879939Z digest=sha256:408326fa56180160b5107efa877007a7e4b7dd412f024cc368ca6045635946cb

Observation ab34a8a9-07f2-4300-a269-5a288c8fc4c5 · outbound

This paper cites Gesture modeling and animation based on a proba- bilistic re-creation of speaker style.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Gesture modeling and animation based on a proba- bilistic re-creation of speaker style

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T19:23:52.471626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T19:23:51.884839Z digest=sha256:406136567c155e7813944aae64e36acf6f0fd73636d907d953aa24eadb342ea6

Observation 1773cbb9-536d-472b-8c31-b2ec9ecd981a · outbound

This paper cites From audio to photoreal embodiment: Synthesizing humans in conversations.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis From audio to photoreal embodiment: Synthesizing humans in conversations

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T19:23:52.458395Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T19:23:51.889177Z digest=sha256:3afd555f8810abb24e7809c545265810c4687921d5a8909380dfea6a89c23fd2

Observation 8e6cac11-b500-44ce-ac85-107ba7981b23 · outbound

This paper cites A comprehensive re- view of data-driven co-speech gesture generation.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis A comprehensive re- view of data-driven co-speech gesture generation

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T19:23:52.447101Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T19:23:51.893054Z digest=sha256:be20e7485befddd941558de68add6e93c195b2c36fbbb7ee54b60d579c508f0d

Observation df10fd17-9c5d-43ef-8cb1-e163771df815 · outbound

This paper cites GPT-4 Technical Report.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis GPT-4 Technical Report

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-11T19:23:51.897125Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T19:23:51.897125Z digest=sha256:54b0778e64fb69ebf0eb6d8fd97efe71e673bb861d14050cc1317da92c29a0f2

Observation 99970d84-8ddb-4563-afa7-51ff9cfd71ba · outbound

This paper cites Visualizing prosodic structure: Manual gestures as highlighters of prosodic heads and edges in english academic discourses.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Visualizing prosodic structure: Manual gestures as highlighters of prosodic heads and edges in english academic discourses

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T19:23:52.435437Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T19:23:51.901591Z digest=sha256:54c303d5939eeb117df53374c12893e3a70d2ce60311d63ded1de62c0a37102e

Observation 95ebb77d-b5d1-4a87-b24b-e40167f5e03d · outbound

This paper cites High-resolution image syn- thesis with latent diffusion models.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis High-resolution image syn- thesis with latent diffusion models

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T19:23:52.423147Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T19:23:51.906340Z digest=sha256:c08fad722a6ec6fae4178444f7393435eafd26dece29110362e2bc9aefe6f77f

Observation beb57ae2-a707-49d3-9c7b-dd4ac88fb407 · outbound

This paper cites Toward a taxonomy of coherence relations.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Toward a taxonomy of coherence relations

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T19:23:52.410590Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T19:23:51.910843Z digest=sha256:0936f27734ace82a2e59bde9ff65906f3a7e0de51d359328922aaaade5621ccb

Observation b2e5544c-3c18-4933-9cbc-d90637b7a472 · outbound

This paper cites Denois- ing diffusion implicit models.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Denois- ing diffusion implicit models

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T19:23:52.397268Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T19:23:51.915563Z digest=sha256:80b783aa8676053febc5547ad5e81ea8e560ac7bb89ad8e2c0158b84f4c90dbb

Observation 69d6083c-fefe-41ac-bd17-c042fd13184f · outbound

This paper cites Categorical codebook matching for embodied character controllers.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Categorical codebook matching for embodied character controllers

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T19:23:52.384047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T19:23:51.920770Z digest=sha256:b8cc4927df882c7f0d6ce283d0b2c34dcb6bdc8825116cfca097f1709e3d47c0

Observation 3827e948-c410-4898-9051-1cc239e5bc94 · outbound

This paper cites Hierarchical representation and estimation of prosody using continuous wavelet transform.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Hierarchical representation and estimation of prosody using continuous wavelet transform

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T19:23:52.371830Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T19:23:51.925236Z digest=sha256:db641b0d5d7527de5c024eb40b804f6f93b79031b813ccbbe6bb205d33fba16f

Observation 9893f28b-47a9-480c-a324-38cf5412f7fb · outbound

This paper cites The perception of prosodic prominence.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis The perception of prosodic prominence

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T19:23:52.359326Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T19:23:51.930692Z digest=sha256:91e545763a628904d383bf37d97906a5425c7095c9c0c55c144177d104417d96

Observation 688c8211-3955-4c23-a9ad-3743f7bf1b32 · outbound

This paper cites Smartbody: Behavior realization for em- bodied conversational agents.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Smartbody: Behavior realization for em- bodied conversational agents

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T19:23:52.347324Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T19:23:51.934883Z digest=sha256:bf4dfbf97f8282968c0987d4abd5afe058a7cb86065259d83309672c680cbf1a

Observation 4ffff9e3-60fb-4bfa-837a-c30f402d8f2b · outbound

This paper cites Experimental and theoretical advances in prosody: A review.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Experimental and theoretical advances in prosody: A review

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T19:23:52.335666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T19:23:51.939655Z digest=sha256:3bc412b7a16abdf5f55e654b904c1ad1a2f32cbcc84830836bd1b2e6ef2ca405

Observation 55819386-9f76-4dda-b384-d75e1ac29dc9 · outbound

This paper cites A re- view of evaluation practices of gesture generation in embod- ied conversational agents.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis A re- view of evaluation practices of gesture generation in embod- ied conversational agents

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T19:23:52.322637Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T19:23:51.943795Z digest=sha256:38fb2f1ca203357366819d862f4174b283d5763151abe53ec63f33d508032e5d

Observation 3e2dd088-c573-4aef-9214-1e4ed17eaab6 · outbound

This paper cites Generating holistic 3D human motion from speech.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Generating holistic 3D human motion from speech

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T19:23:52.310666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T19:23:51.947997Z digest=sha256:affdaa01bc1a11ea326bae3fc01cc4e1c54158450425d03b50116f5031da0b0d

Observation 89e05fbb-1a99-474c-b6d7-c4dd807a816c · outbound

This paper cites Robots learn social skills: End-to-end learning of co-speech gesture generation for humanoid robots.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Robots learn social skills: End-to-end learning of co-speech gesture generation for humanoid robots

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T19:23:52.296150Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T19:23:51.952661Z digest=sha256:e065abd09912ead9c12d21e24a8be25dd9905a1f64ff57be41b732f5155f8895

Observation 449f99c4-b792-4bf4-b7f9-1a9198f0bd15 · outbound

This paper cites Speech ges- ture generation from the trimodal context of text, audio, and speaker identity.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Speech ges- ture generation from the trimodal context of text, audio, and speaker identity

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T19:23:52.282879Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T19:23:51.958374Z digest=sha256:ce74e23f30fe68f9433feaf8d36dc266a9426855f5a92c901d0df63ae03e5d0f

Observation ece68872-dc2c-4d88-a9a6-2af54ae4f15f · outbound

This paper cites The genea challenge 2022: A large evaluation of data- driven co-speech gesture generation.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis The genea challenge 2022: A large evaluation of data- driven co-speech gesture generation

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T19:23:52.270143Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T19:23:51.963006Z digest=sha256:84917591d30bc4bbfb9a05142922e9143a79de9d129269576daf3bc557de3617

Observation 4f7527c8-c244-4be8-8e08-1aa78030c131 · outbound

This paper cites Re- modiffuse: Retrieval-augmented motion diffusion model.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Re- modiffuse: Retrieval-augmented motion diffusion model

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T19:23:52.256906Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T19:23:51.968772Z digest=sha256:13037eac86853ff118ce6ab8ac17da7bd16a217a3dc1a0baa3d1919220b04e88

Observation c61cb747-c7b5-4705-9cd3-f7d41472517b · outbound

This paper cites Motiondif- fuse: Text-driven human motion generation with diffusion model.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Motiondif- fuse: Text-driven human motion generation with diffusion model

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T19:23:52.243406Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T19:23:51.973947Z digest=sha256:1c7e437b00a6fc737b0b96db5cac213415e206c1fcfb25a9ac0ac650052e0a4c

Observation aeb575bc-3b55-4d0c-acde-9c498589f49c · outbound

This paper cites Roam: Robust and object-aware motion genera- tion using neural pose descriptors.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Roam: Robust and object-aware motion genera- tion using neural pose descriptors

Reference 70

Resolution
verified fuzzy
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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation cc77a17a-c39e-43a7-ae3c-dab0b49905c1 · outbound

This paper cites Semantic gestic- ulator: Semantics-aware co-speech gesture synthesis.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Semantic gestic- ulator: Semantics-aware co-speech gesture synthesis

Reference 71

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 23a16ec0-4457-4261-820b-1a84a7c5a73a · outbound

This paper cites Diffugesture: Generating human gesture from two-person dialogue with diffusion models.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Diffugesture: Generating human gesture from two-person dialogue with diffusion models

Reference 72

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 8f0d70f0-db90-4a6b-bae7-4aaefa8181e7 · outbound

This paper cites A Survey of Large Language Models.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis A Survey of Large Language Models

Reference 73

Resolution
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 64fa6c12-912a-48f3-8612-9de833f931f6 · outbound

This paper cites Livelyspeaker: Towards semantic-aware co-speech gesture generation.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Livelyspeaker: Towards semantic-aware co-speech gesture generation

Reference 74

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T19:23:52.189697Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation d24bd7a5-e174-4db2-9359-5419493e21fa · outbound

This paper cites On the continuity of rotation representations in neural networks.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis On the continuity of rotation representations in neural networks

Reference 75

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation ce66ac91-e075-4f19-97fa-eb9a7c449383 · outbound

This paper cites This creates a scarcity of good exemplars which can be used during the database matching steps.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis This creates a scarcity of good exemplars which can be used during the database matching steps

Reference 77

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T19:23:52.160283Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 0f127f02-2c9d-4492-9c2b-84ecf75c7641 · outbound

This paper cites Which of the two gestures look natural?.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Which of the two gestures look natural?

Reference 78

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T19:23:52.144760Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation a9ab2d3e-475d-49c6-a5ec-d8b5de6c46c4 · outbound

This paper cites We employ the Frechet Inception Distance (FID) metric inspired by Yoon et al.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis We employ the Frechet Inception Distance (FID) metric inspired by Yoon et al

Reference 79

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T19:23:52.129073Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 33a4b9f7-ee97-40f9-ac40-c18b42334e2f · outbound

This paper cites an unresolved cited work.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Unresolved cited work

Reference 80

Resolution
unresolved
raw_fallback, observed 2026-08-11T19:23:52.115177Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 551d37dd-111f-4901-a67e-ba760b59613b · outbound

This paper cites scaled linear.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis scaled linear

Reference 81

Resolution
malformed identifier
raw_fallback, observed 2026-08-11T19:23:52.101504Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 3cb99638-b88c-4069-b928-bb9b06c8d627 · outbound

This paper cites an unresolved cited work.

Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis Unresolved cited work

Reference 1591

Resolution
unresolved
raw_fallback, observed 2026-08-11T19:23:53.039780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Pith citing papers

Observation 6ff922be-7bb7-42c5-8837-04ae2de1f921 · inbound

EVA: Expressive Virtual Avatars from Multi-view Videos cites this paper.

EVA: Expressive Virtual Avatars from Multi-view Videos Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis

Reference 2023

Resolution
verified exact
local_arxiv, observed 2026-08-07T15:22:34.310454Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation b411826f-470f-4d9f-8202-386eced30e1d · inbound

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning cites this paper.

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-15T17:58:10.675454Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:58:10.675454Z digest=sha256:43d87a8a0440b501f1242c32b91a9db925c49e9453cd64e7f6917a3d943e495f