Paper Citation Record · LEDGER

MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming

As of 8 August 2026, this Paper Citation Record lists 52 of 52 outbound references and 2 inbound Pith citation observations for arXiv:2505.17147.

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

pith.paper-citation-record.v1
2505.17147 v1

Coverage vector

measured 52 of 52 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:10:00.855123Z

measured 54 of 54 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:52:10.149504Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-12T00:51:14.865118Z

Reference resolution

52 of 52 outbound references displayed

verified exact0
verified fuzzy4
unresolved48
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 370f6c27-0b54-4a7b-bc0b-ce73bdf917e4 · outbound

This paper cites URL: " 'urlintro :=.

MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming URL: " 'urlintro :=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T15:09:56.963622Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27ac559d-822e-45a7-abe1-9dacc21651a1 · outbound

This paper cites write newline.

MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T15:09:57.007507Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07947925-13d9-4696-82d2-b06259c03b16 · outbound

This paper cites an unresolved cited work.

MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:10:06.715560Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2fb3b360-c282-4be5-b37b-6030c82cfd22 · outbound

This paper cites an unresolved cited work.

MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:10:06.499239Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9c403bfb-5285-4751-aa64-2441c5fbc7f0 · outbound

This paper cites an unresolved cited work.

MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:10:06.347583Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 634fa79b-81ca-4dbe-9899-d1b732efd882 · outbound

This paper cites Red-Teaming Large Language Models using Chain of Utterances for Safety-Alignment.

MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming Red-Teaming Large Language Models using Chain of Utterances for Safety-Alignment

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T15:09:57.250696Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eacdc5a2-025f-4210-b6b1-aa1da1ce19c1 · outbound

This paper cites On the Opportunities and Risks of Foundation Models.

MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming On the Opportunities and Risks of Foundation Models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T15:09:57.354697Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a21b1773-d13b-49e5-abfd-78712da6753c · outbound

This paper cites Jailbreaking Black Box Large Language Models in Twenty Queries.

MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming Jailbreaking Black Box Large Language Models in Twenty Queries

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T15:09:57.421212Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5d848c47-51e3-4c7c-b205-b9ca331e406f · outbound

This paper cites Jordan, Joseph E.

MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming Jordan, Joseph E

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:10:06.198329Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 22001bba-9fe2-4c01-acdb-3d4481b544ac · outbound

This paper cites an unresolved cited work.

MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:10:06.012840Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 99d109ac-33cd-41ef-8dd2-50d3536f79cf · outbound

This paper cites an unresolved cited work.

MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:10:05.849993Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 3923204f-6985-4d6d-a163-876ca658a468 · outbound

This paper cites an unresolved cited work.

MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T15:09:57.774244Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c402c6f9-4ff3-4744-a270-c61aab2b1d75 · outbound

This paper cites an unresolved cited work.

MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:10:05.645151Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 31ed0f54-2dde-41bf-8e3c-f3ce0bbd2c72 · outbound

This paper cites Hashimoto.

MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming Hashimoto

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:10:05.423535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f38d251a-7d53-45b6-b644-806c863f97f2 · outbound

This paper cites Red Teaming Language Models to Reduce Harms: Methods, Scaling Behaviors, and Lessons Learned.

MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming Red Teaming Language Models to Reduce Harms: Methods, Scaling Behaviors, and Lessons Learned

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T15:09:58.029795Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b55d04a5-ee90-4a51-ac6e-0b1e20ca75a3 · outbound

This paper cites Andrew Bagnell, Jason D.

MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming Andrew Bagnell, Jason D

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:10:05.262986Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b63126bd-5d10-465d-bd30-d7d590759502 · outbound

This paper cites Regressing the Relative Future: Efficient Policy Optimization for Multi-turn RLHF.

MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming Regressing the Relative Future: Efficient Policy Optimization for Multi-turn RLHF

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T15:09:58.196771Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5062763-5daf-4bd9-8d69-e62c87e442e8 · outbound

This paper cites an unresolved cited work.

MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:10:04.983700Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a2e2595a-006d-49e3-a101-166e2f6efd6e · outbound

This paper cites an unresolved cited work.

MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:10:04.767034Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6f894b69-d7be-4710-a0a9-f5fe74358a9c · outbound

This paper cites Llama Guard: LLM-based Input-Output Safeguard for Human-AI Conversations.

MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming Llama Guard: LLM-based Input-Output Safeguard for Human-AI Conversations

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T15:09:58.418462Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e349f15f-85a8-4845-a1ec-db80e8b5f095 · outbound

This paper cites PKU-SafeRLHF: Towards Multi-Level Safety Alignment for LLMs with Human Preference.

MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming PKU-SafeRLHF: Towards Multi-Level Safety Alignment for LLMs with Human Preference

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T15:09:58.475342Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5702fe51-98d6-41a6-a27f-688b07977815 · outbound

This paper cites an unresolved cited work.

MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:10:04.493675Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 144e073f-4506-44e0-9c5e-f06ffb3a7060 · outbound

This paper cites RED QUEEN: Safeguarding Large Language Models against Concealed Multi-Turn Jailbreaking.

MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming RED QUEEN: Safeguarding Large Language Models against Concealed Multi-Turn Jailbreaking

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T15:09:58.602890Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 616f2422-8b82-4055-896d-bd4797323f2f · outbound

This paper cites an unresolved cited work.

MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:10:04.236531Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 72bacfc8-b1bf-48eb-979f-66cbf14f045e · outbound

This paper cites an unresolved cited work.

MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:10:04.064475Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ecb89aff-d995-4735-9d7b-8859bf9cf533 · outbound

This paper cites an unresolved cited work.

MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:10:03.923160Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d3962040-2111-4a15-87eb-fd55a83b7fa1 · outbound

This paper cites LLM Defenses Are Not Robust to Multi-Turn Human Jailbreaks Yet.

MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming LLM Defenses Are Not Robust to Multi-Turn Human Jailbreaks Yet

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T15:09:58.868771Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c20827e5-dddc-4675-9d76-02d98d3062f6 · outbound

This paper cites Forsyth, and Dan Hendrycks.

MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming Forsyth, and Dan Hendrycks

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:10:03.775469Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation fac77fe6-7328-4fc3-83ab-b5fb016e734b · outbound

This paper cites an unresolved cited work.

MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:10:03.633423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c0caadd6-b7f1-4635-bbc7-80f262a60f21 · outbound

This paper cites an unresolved cited work.

MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:10:03.511149Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 89468360-0c2b-4bec-ac43-f1e1f9f320ea · outbound

This paper cites an unresolved cited work.

MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:10:03.397297Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5232bb5a-7382-4b1c-b01d-aa3c149f3f01 · outbound

This paper cites an unresolved cited work.

MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:10:03.254662Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9d195be2-3133-4c57-b14d-3899e74a55da · outbound

This paper cites an unresolved cited work.

MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:10:03.079377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 869400ae-c070-4454-ac6f-fb30defd8f7f · outbound

This paper cites CodeAttack: Revealing Safety Generalization Challenges of Large Language Models via Code Completion.

MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming CodeAttack: Revealing Safety Generalization Challenges of Large Language Models via Code Completion

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T15:09:59.268315Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74ad61f1-9b9b-4bd8-9595-6565181b8fa6 · outbound

This paper cites an unresolved cited work.

MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T15:09:59.352531Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bacfb82e-a93f-475f-b679-a0b2cfdb317d · outbound

This paper cites an unresolved cited work.

MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:10:02.935375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 645af586-99ea-45da-ade1-6c712a39fa56 · outbound

This paper cites an unresolved cited work.

MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:10:02.802459Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation dfa55f94-2391-48d4-984f-40bb92c33aad · outbound

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

MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T15:09:59.567488Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 23724971-57df-43b5-92ca-465cc323ef99 · outbound

This paper cites Zephyr: Direct Distillation of LM Alignment.

MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming Zephyr: Direct Distillation of LM Alignment

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T15:09:59.651113Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5b78338-d202-46a2-b22b-b62154034177 · outbound

This paper cites MRJ-Agent: An Effective Jailbreak Agent for Multi-Round Dialogue.

MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming MRJ-Agent: An Effective Jailbreak Agent for Multi-Round Dialogue

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T15:09:59.739555Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3a1f95be-e5fa-4c68-99fa-1bd24cf02db7 · outbound

This paper cites an unresolved cited work.

MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:10:02.650315Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 338590b3-d24c-4faf-bf56-9d251942cf9c · outbound

This paper cites Interpretable Preferences via Multi-Objective Reward Modeling and Mixture-of-Experts.

MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming Interpretable Preferences via Multi-Objective Reward Modeling and Mixture-of-Experts

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-07T15:09:59.967922Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4b235917-219e-4183-8206-cf381420c572 · outbound

This paper cites an unresolved cited work.

MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:10:02.498889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 453c21f6-c9d4-4f28-9434-5ccbde68cfbc · outbound

This paper cites Chain of Attack: a Semantic-Driven Contextual Multi-Turn attacker for LLM.

MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming Chain of Attack: a Semantic-Driven Contextual Multi-Turn attacker for LLM

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-07T15:10:00.204245Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40452fce-84cf-4c57-b4d4-31100f728b75 · outbound

This paper cites an unresolved cited work.

MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:10:02.355727Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation fce1c202-ff39-4dc0-9fdb-aef83900a238 · outbound

This paper cites an unresolved cited work.

MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming Unresolved cited work

Reference 46

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:10:02.214144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 58cfc874-e189-40d3-ac34-aa2f2e3f0fe3 · outbound

This paper cites an unresolved cited work.

MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming Unresolved cited work

Reference 47

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:10:02.023586Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 8adf8ec1-bc0e-40b8-a5f0-d5e279bd62db · outbound

This paper cites an unresolved cited work.

MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming Unresolved cited work

Reference 48

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:10:01.861238Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 41e3c5a3-76bc-42c6-8527-d091cfe4607c · outbound

This paper cites an unresolved cited work.

MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming Unresolved cited work

Reference 49

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:10:01.710331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5cec1053-697b-454d-848e-be7376c889c7 · outbound

This paper cites Toward Optimal LLM Alignments Using Two-Player Games.

MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming Toward Optimal LLM Alignments Using Two-Player Games

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-07T15:10:00.597853Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3c72e4ea-60aa-4739-8e22-890ddbbf8e9b · outbound

This paper cites Speak Out of Turn: Safety Vulnerability of Large Language Models in Multi-turn Dialogue.

MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming Speak Out of Turn: Safety Vulnerability of Large Language Models in Multi-turn Dialogue

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-07T15:10:00.679009Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f49d1f24-9748-486d-b97b-7b0191cdbc5f · outbound

This paper cites Universal and Transferable Adversarial Attacks on Aligned Language Models.

MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming Universal and Transferable Adversarial Attacks on Aligned Language Models

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-07T15:10:00.855123Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation af102b2c-da78-4133-a5bb-675f913bb89a · inbound

Multi-objective Large Language Model Alignment with Hierarchical Experts cites this paper.

Multi-objective Large Language Model Alignment with Hierarchical Experts MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T13:52:10.149504Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f6df5638-f913-4493-8d08-7943b385fb60 · inbound

Mitigating Many-shot Jailbreak Attacks with One Single Demonstration cites this paper.

Mitigating Many-shot Jailbreak Attacks with One Single Demonstration MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-05-12T00:51:14.868089Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.