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paper.bsky.social
[27/30] 291 Upvotes, 3 Comments, 1 Posts, arXiv:2610.24087

🆕OR-License: Evaluating LLM Agents as Real-World Operations Research Practitioners

Peisong Wang, Feixue Liu, Yize Meng, Bowen Liu, Ruoyu Chen, Gaoyang Dai
Can large language model (LLM) agents deliver expert-level operations research (OR) solutions directly from original client materials, without prior expert reformulation? Existing OR benchmarks typically begin with self-contained descriptions or predefined optimization tasks, underrepresenting the translation of original business materials into professionally validated solutions. We introduce OR-License, an end-to-end benchmark of 31 instances across 10 industrial scenarios from paid OR engagements totaling USD 3.68 million. It preserves original requirements, input data, deliverable formats, and information boundaries after de-identification. To study information acquisition, we introduce ORSim, a controlled client simulator that discloses business facts without supplying OR expertise. Hidden evaluation checks feasibility and compares objective quality against original expert solutions accepted by clients before benchmark construction. Deployment-Adjusted Quality (DAQ) averages expert-relative quality across instances, assigning zero to infeasible deliveries. Across 11 frontier LLMs using coding-agent harnesses, several exceed the expert reference in conditional objective quality, but none matches its DAQ; the strongest primary Claude Code configuration achieves 88.39% strict feasibility and a DAQ of 0.87 against the expert reference of 1. Client information acquisition extends beyond clarification into solution development and validation, with some later stages showing higher confirmed issue-resolution proportions. Trajectory analysis identifies formulation and implementation failures, while task-equalized research-chain completion rates range from 24% to 45% across models on evaluable tasks. These findings motivate sustained information-gap resolution, faithful problem formulation, and evidence-linked self-improvement for reliable long-horizon agents.
October 22, 2026 at 12:05 AM
sarah-sa-speir.bsky.social
I finally finished @welonz.bsky.social playing Road to Empress 1 and 2, justice for Gaoyang and Rui'er 💔

What happened the Princess Taiping? Did I miss a bit?
October 6, 2026 at 10:35 PM
ratebleahcim.bsky.social
Hey everyone! Here is my #Twitch schedule for this week! 🎮️💜

What did the Maid think during the downfall of the Rhodes family? What does Princess Gaoyang (高陽公主) have in store for us? Will I finally see the end of Canto 4? And, can me and @tiivee.bsky.social ever figure out How to Fish?
October 4, 2026 at 10:00 PM
djserjaysvek.bsky.social
Episode 4 of my Road to Empress II Let's Play is now available
youtu.be/vjpYDpKt-Z4
spectra.video/w/gaAttKR7N6...

#DJSerjaySvek #SvekVids #PHVTuber #ENVTuber #VTuber #LetsPlay #RoadtoEmpress #ChooseYourOwnAdventure #VisualNovel
A thumbnail from a DJ Serjay Svek Let's Play video. On the left is a colorful column with the "#4" on top of the logo for the video game, Road to Empress. To the right of the column is Princess Gaoyang from Road to Empress. Her eyes are red from crying and she looks as though in despair.
October 2, 2026 at 10:00 AM
moltensulfur.bsky.social
This week in the Tang Dynasty campaign, we successfully lured Princess Gaoyang into making an open move agains her brother the emperor by once again pretending to be said emperor. Rather like checking if a gun is loaded by placing your palm over the muzzle and pulling the trigger.
September 27, 2026 at 8:25 PM
arxiv-cs-cl.bsky.social
Zhecheng Ren, Xuanji He, Xiaoxiao Li, Zhichen Han, Gaoyang Dong, Gaosheng Zhang, Minchuan Chen, Fengjie Zhu
Transsion's Speaker-Attributed Multilingual ASR System for the MLC-SLM 2026 Challenge
https://arxiv.org/abs/2609.20833
September 22, 2026 at 2:44 PM
cscl-bot.bsky.social
Zhecheng Ren, Xuanji He, Xiaoxiao Li, Zhichen Han, Gaoyang Dong, Gaosheng Zhang, Minchuan Chen, Fengjie Zhu: Transsion's Speaker-Attributed Multilingual ASR System for the MLC-SLM 2026 Challenge https://arxiv.org/abs/2609.20833 https://arxiv.org/pdf/2609.20833 https://arxiv.org/html/2609.20833
September 21, 2026 at 6:39 AM
maetangwriter.com
My favourite bit of dialogue from today. Ray is showing Gerry to the home they'll share going forwards. Ray's been trying to spruce the place up for a fortnight, to get it ready for Gerry's arrival, and Ray's clearly been anticipating and running through that moment in his head.
A screenshot of text reads: After that, both of them walked up to the front door, arm-in-arm. Here Ray paused, and said a little diffidently, “I feel almost as if I should carry you over the threshold, Gaoyang. It being your new home and all.” “I would be the bride then,” Gerry asked him with a smile. “And you the bridegroom, Ruilin?” “Oh! I had not thought it through… I confess I have no notion of what might be apposite, for two men entering into a new domicile together. I wonder how my late uncle went about it with his companion?” Ray looked sad and wistful for a moment, and Gerry briefly wanted to kiss him again, before Ray continued, “But of course, it could be the other way round too, if that suited you better, Gaoyang.” “I believe I carried you more than once, Ruilin.” “Yes. Yes, that is true.” They both flushed and smiled at each other, and at their shared memories. “But to be honest,” Gerry confessed, “I am not sure I would have the strength to do it now, because you cut such a fine figure, Ruilin. I am still lanky and light in comparison. So you might return the favour, if you prefer… In fact, I wish you would.” Gerry felt his voice veer deep and rough with sudden hunger.
September 7, 2026 at 4:01 PM
kinggforaday.bsky.social
Back on the Road to Empress II playthrough. Gaoyang my girl…. :(
September 5, 2026 at 10:26 PM
miel.honeyviolets.gay
yeah i would not have minded if they simply reused footage/clips at all 😭 AND TRUE GAOYANG BELOVEDDDDD when i met her i fell so hard omg
September 5, 2026 at 4:13 AM
goldsaucerdoll.etheirys.social
it ran into so many issues that it was never gonna come out clean but it is really obvious that the ai was like. not needed when near identical shots are done earlier in the game. and tbh, the fun parts are in the first game anyway (because gaoyang is in that one)
September 5, 2026 at 4:12 AM
ocaena.bsky.social
🔴Going live now! 🌊
GAOYANG I'M SO SORRY!! We are playing Road To Empress!
Twitch.tv/ocaenawavez
September 4, 2026 at 12:58 PM
maetangwriter.com
So it's Mr. Lee and Mr. Chen when they're being formal. And then it's Gerry and Ray when they're more familiar with each other. And when they're very intimate, it's Gaoyang and Ruilin. 🥰

Because it's a Victorian-like era, it's a heteronormative society. So they also have to contend with hiding...
September 2, 2026 at 1:00 AM
krxiv-astro-ph.bsky.social
Indirect evidence of the $2175\,\mathring{\mathrm{A}}$ extinction bump within the dusty torus of SDSS J141945.50+524648.0
https://arxiv.org/pdf/2608.21876
Ze Li, Gaoyang Chen, Qifan Cui, Zheng Cai, Jianzhen Chen, Zhijian Luo, Chenggang Shu, Fengwu Sun, Hubing Xiao, Shaohua Zhang.
https://arxiv.org/abs/2608.21876
arXiv abstract link
arxiv.org
August 25, 2026 at 1:46 PM
krxiv-astro-ph.bsky.social
Indirect evidence of the $2175\,\mathring{\mathrm{A}}$ extinction bump within the dusty torus of SDSS J141945.50+524648.0
https://arxiv.org/pdf/2608.21876
Ze Li, Gaoyang Chen, Qifan Cui, Zheng Cai, Jianzhen Chen, Zhijian Luo, Chenggang Shu, Fengwu Sun, Hubing Xiao, Shaohua Zhang.
https://arxiv.org/abs/2608.21876
arXiv abstract link
arxiv.org
August 25, 2026 at 4:06 AM
velvetshadow.fr
Je ne pensais pas devenir autant investi dans une aventure de type FMV drama en Chine de la dynastie Tang 🤯

Ce soir, on démarre la suite : Road to Empress 2 ! A quoi ressemble le palais sous la direction de Li Zhi ? Que devient Gaoyang ? Que devient le BG Li Tai ?

RDV 21h30 sur Twitch 👍

#vstv
Splash art Road to Empress 2, avec tout le cast du premier. Pourquoi tout le monde est si beau par contre, wtf?
August 23, 2026 at 4:25 PM
alexsgamingcorner.bsky.social
The two instances of the princess/monk relationship I've encountered in media (is it considered a trope?) are on such vastly different levels of vibes.

Like in Inuyasha, Miroku chasing after princesses has a particular unflattering vibe. And in Road to Empress, Gaoyang/Bianji is totally sweet.
August 23, 2026 at 12:40 PM
csit-bot.bsky.social
Chentao Yue, Gaoyang Pang, Branka Vucetic, Yonghui Li: Semantic Error Control Coding with Foundation Models for Future Communications https://arxiv.org/abs/2608.11551 https://arxiv.org/pdf/2608.11551 https://arxiv.org/html/2608.11551
August 13, 2026 at 6:41 AM
aenyazael.bsky.social
Bianji & Gaoyang ;_;7
October 16, 2025 at 12:24 AM
skeiththeterror.bsky.social
My lesbian brain cannot see any chemistry between Wu Zetian and the emperor in Road to Empress but you best believe I can see mountains of yuri between her Gaoyang
June 18, 2026 at 6:10 PM
mayaamano.bsky.social
11/22 finished Road to Empress!! My partner and I took turns playing it, the writing, characters, and acting were fantastic!!? Princess Gaoyang my beloved 😭❤️
November 23, 2025 at 3:09 PM
peterdedmonds.bsky.social
Next is Gaoyang Du (undergrad at Dalian University of Technology) speaking on "Sub-Day Periodic Variability of Two Central Stars of Planetary Nebulae" Here's her summary slide about how TESS enables this work #aas248
Summary slide from press briefing talk
June 16, 2026 at 5:50 PM
caldera182.bsky.social
Haha I love Raf purple hair , my fav colors 💖 I cant recognized "ygq" stand for though 😂 but I just come back from Shanghai watching Gaoyang plays Daddy long leg and his voice is so good , I love it💖
March 19, 2025 at 9:05 AM
caldera182.bsky.social
So good 💖💖💖 Now Im into German musical , but I fly to Shanghai a lot and meet a lot of SV these pass 3 years including Yudi laoshi , Jiafan , Zhengqiyuan, Majia , but I still have no chance to see YCF after 6 years 🤣 I will meet Gaoyang this 8th march 💖
March 3, 2025 at 5:29 PM
caldera182.bsky.social
Yes , I think from the review Gaoyang daddy lo g leg has very good review and like I often follow German musical actor now and they often come to Shanghai a lot , so I follow SV that often have work in Shanghai, but YCF is not there when I go so maybe one day if the chance comes🤣
February 25, 2025 at 3:29 PM