Ma rabtaa in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan yahay.

Tusaale: Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qal

Walka:

Waayo, waxaan u baahan tahay in ay u baahan tahay in ay u baahan tahay in ay u baahan tahay in ay u baahan yahay.Jinyu Cai, University of Waseda ([email protected]);

(2) Jialong Li, University of Waseda ([email protected]);

(3) Mingyue Zhang, University Southwest ([email protected]);

(4) Munan Li, Dalian Maritime University ([email protected]);

(5) Chen-Shu Wang, National Taipei University of Technology ([email protected]);

(6) Kenji Tei, Tokyo Institute of Technology ([email protected]).

Table of Links

Abstract iyo I. Introduction

Abstract iyo I. Introduction

II. Background and Related Work

II. Background and Related Work

I. Framework Design

I. Framework Design

I. Qalabka

I. QEEBE

V. Dhammaan iyo Dhammaan, Dhammaan, iyo Dhammaan

V. Dhammaan iyo Dhammaan, Dhammaan, iyo Dhammaan

II. QEEBE

Strategiyaaliyo our ee dhismaha waxaa loo isticmaali karaa si ay u hesho dhismaha iyo dhismaha ee dhismaha ee dhismaha ee dhismaha ee dhismaha ee dhismaha ee dhismaha.

• RQ1: Ma rabtaa LLM ah si ay u isticmaali karaa in la isticmaali karaa si ay u isticmaali karaa si ay u isticmaali karaa si ay u isticmaali karaa?

• RQ2: Waayo, sidoo kale ka mid ah si ay u baahan tahay si ay u baahan tahay si ay u baahan tahay si ay u baahan tahay si ay u baahan tahay si ay u baahan tahay si ay u baahan tahay si ay u baahan tahay si ay u baahan yahay?

• RQ3: Waxaa kale oo ka mid ah macluumaadka iyo tusaaleyo ah ee xafiiska, i.e., sidaas ka mid ah macluumaadka waxaa loo isticmaali karaa LLMs si ay u aragti si ay u aragti si ay u aragti wax soo saarka?

A. Qalabka dhismaha

A. Isticmaalka Isticmaalka

Waqtiisa, waxaan u isticmaali karaa GPT-3.5 iyo GPT-4 sida LLM-ka ugu caawin ah ee adeegga ah. Si kastaba ha ahaatee, si ay u isticmaali karaa adeegga horisontaal ee adeegga ugu caawin ah ee adeegga ugu caawin ah ee adeegga ugu caawin ah ee adeegga ugu caawin ah ee adeegga ugu caawin ah ee adeegga ugu caawin ah.

to simulators that mirror complex real-world situations. The primary goal is to meticulously evaluate the versatility of LLMs across diverse linguistic landscapes and their practical applicability within real-world regulatory constraints. Markaas, this progressive approach ensures a exhaustive analysis of LLMs' capabilities and limitations in vary contextual settings.

B. Scenario 1: Qalabka dhismaha

B. Scenario 1: Qalabka dhismahaWaqtiga ugu horeysay ee loo yaqaan 'Give-the-Number Context' waxaa loo yaqaan 'Give-the-Number Context' [39], [40] oo ka mid ah mid ah mid ka mid ah mid ah mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ah mid ka mid ah mid ah mid ah mid ka mid ah mid ah mid ah mid ah mid ah mid ka mid ah mid ah mid ah mid ah mid ka mid ah mid ah mid ah mid ah mid ka mid ah mid ah mid ah mid ah mid ah mid ah mid ka mid ah mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ah1) Qalabka:1) Qalabka:

2) Results and Discussions: Fig. 2 waxay ku yaalaa qaab-gaari-gaari-gaari-gaari-gaari-gaari-gaari-gaari-gaari-gaari-gaari-gaari-gaari-gaari-gaari-gaari-gaari-gaari-gaari-gaari-gaari-gaari-gaari-gaari-gaari-gaari-gaari-gaari-gaari.2) Waqtiga iyo Talooyin:2) Waqtiga iyo Talooyin:

GPT-3.5 waa mid ka mid ah mid ka mid ka mid ah, oo waa mid ka mid ka mid ah, oo waa mid ka mid ah, oo waa mid ka mid ah oo mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka

Ashaha 5 ku yaalso, wax soo saarka ah ee warshadaha ku yaalaa loo yaabaa in ay u isticmaali karaa warshadaha metafoorka, sida "seesaw", si ay u isticmaali karaa wax soo saarka. Sida loo isticmaali karaa "seesaw perfectly poised in mid-air," waxaa lagu isticmaali karaa in ay u isticmaali karaa wax soo saarka "precipice of a mountain" iyo "looking out" si ay u isticmaali karaa wax soo saarka waa mid-median, sida loo isticmaali karaa in ay u isticmaali karaa wax soo saarka aqoonsiga ah, laakiin sidoo kale loo isticmaali karaa wax soo saarka inferential oo dhan si ay u isticmaali karaa wax soo saarka aqoonsiga ah si ay u isticmaali karaa wax soo saarka aqoonsiga. Bob, si ay isticmaali karaa warshadaha

C. Scenario 2: Qiimeeyaasha

C. Scenario 2: Qalabka DhammaanMarkaas ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid1) Qalabka:1) Qalabka:

In this scenario, waxaan simuleeyo macluumaadka macluumaadka macluumaadka ah ku habboonay via media social. Dhamaadka waxaa ka mid ah macluumaadka macluumaadka iyo macaamiisha, oo ka mid ah macaamiisha waa in ay ku habboonay wax soo saarka macluumaadka macluumaadka ah ee macluumaadka macluumaadka, macluumaadka, ama macluumaadka. Dhamaadka macaamiisha waxaa ka mid ah macluumaadka macluumaadka macluumaadka iyo macluumaadka macluumaadka iyo macluumaadka macluumaadka iyo macluumaadka macluumaadka iyo macluumaadka macluumaadka.

Sida loo yaabaa in ay ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ka mid ah oo mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah2) Waqtiga iyo Talooyin:2) Waqtiga iyo Talooyin:

Qalabka 6 ayaa ku yaalaa in ay ka mid ah macluumaadka macluumaadka oo loo isticmaali karaa oo ka mid ah macluumaadka macluumaadka, macluumaadka, macluumaadka, macluumaadka, macluumaadka, macluumaadka macluumaadka, macluumaadka macluumaadka, macluumaadka macluumaadka, macluumaadka macluumaadka, macluumaadka macluumaadka, macluumaadka macluumaadka, macluumaadka macluumaadka, macluumaadka macluumaadka, macluumaadka macluumaadka, macluumaadka macluumaadka, macluumaadka macluumaadka, macluumaadka macluumaadka, macluumaadka macluumaadka, macluumaadka macluumaadka, macluumaadka macluumaadka, macluumaadka

D. Scenario 3: Discussions on ALPS-ga raaxeen

D. Scenario 3: Discussions on ALPS-ga raaxaysaa waterMarkaas oo ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah1) Qalabka:1) Qalabka:

Waa soo bandhigay forum multi-personaad oo ku yaalaa ku yaalaa warqad badan oo ku yaalaa jilicsan oo ku yaalaa jilicsan oo ku yaalaa jilicsan oo ku yaalaa jilicsan oo ku yaalaa jilicsan oo ku yaalaa jilicsan oo ku yaalaa jilicsan oo ku yaalaa jilicsan oo ku yaalaa jilicsan oo ku yaalaa jilicsan oo ku yaalaa jilicsan.

Waayo, waxaa laga yaabaa in ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah.2) Waqtiga iyo Talooyin:2) Waqtiga iyo Talooyin:

Fig.4(c) iyo (d) waxay ku soo bandhigay qiyaastii ah oo loo yaabaa in ay ku yaalaa in la soo bandhigiisa, oo ka mid ah GPT-4 waxay ka soo bandhigiisa GPT-3.5, waxaa ka mid ah ka mid ah ka mid ah wax soo saarka.

Wala soo baxsan warshadaha warshadaha 7 ee warshadaha warshadaha warshadaha warshadaha warshadaha warshadaha warshadaha warshadaha warshadaha warshadaha warshadaha warshadaha warshadaha warshadaha warshadaha warshadaha warshadaha warshadaha warshadaha warshadaha warshadaha warshadaha warshadaha warshadaha warshadaha warshadaha warshadaha warshadaha warshadaha warshadaha warshadaha warshadaha warshadaha warshadaha warshadaha warshadaha warshadaha warshadaha warshadaha warshadaha warshadaha warshadaha warshadaha warshadaha warshadaha warshadaha warshadaha warshadaha warshadaha warshadaha warshadaha warshadaha warshadaha warshadaha warshadaha warshadaha warshadaha warshadaha warshadaha warshadaha warsh

E. Talooyin iyo Qalabka

E. Talooyin iyo QalabkaGPT-4 ayaa ku dhigi karaa GPT-3.5 oo ka mid ah wax soo saarka ugu caawin ah. Si kastaba ha ahaatee, GPT-4 wuxuu ku dhigi karaa wax soo saarka ugu caawin ah oo ka mid ah wax soo saarka ugu caawin ah oo ka mid ah wax soo saarka.RQ1 waxaa laga yaabaa

RQ2: Waayo, ka mid ah caadiga ah oo ka mid ah caadiga ah oo ka mid ah wax soo saarka, wax soo saarka LLM waxay ka mid ah in ay ka mid ah macluumaadka caadiga ah oo ka mid ah caadiga ah oo ka mid ah caadiga ah oo ka mid ah caadiga ah. Si kastaba ha ahaatee, waxaa laga yaabaa caadiga ah oo ka mid ah caadiga ah oo ka mid ah caadiga ah oo ka mid ah caadiga ah oo ka mid ah caadiga ah oo ka mid ah caadiga ah oo ka mid ah caadiga ah oo ka mid ah caadiga ah oo ka mid ah caadiga ah oo ka mid ah caadiga ah.RQ2 waxaa laga yaabaa

Sida loo yaqaan 'Language Strategy Evolution' (RQ3) waxaa loo yaqaan 'Language Strategy Evolution' (Language Strategy Evolution) waxaa loo yaqaan 'Language Strategy Evolution' (Language Strategy Evolution) (Language Strategy Evolution) (Language Strategy Evolution) (Language Strategy Evolution) (Language Strategy Evolution) (Language Strategy Evolution) (Language Strategy Evolution) (Language Strategy Evolution) (Language Strategy Evolution) (Language Strategy Evolution) (Language Strategy Evolution) (Language Strategy Evolution) (Language Strategy Evolution) (Language Strategy Evolution) (Language Strategy Evolution) (Language Strategy Evolution) (LRQ3 waxaa laga yaabaa

Waqtigaan oo ku yaalaa in ka mid ah qiyaastiyo badan oo ku yaalaa in ay ka mid ah qiyaastiyo badan oo ka mid ah qiyaastiyo badan oo ka mid ah qiyaastiyo badan oo ka mid ah qiyaastiyo badan oo ka mid ah qiyaastiyo badan oo ka mid ah qiyaastiyo badan oo ka mid ah qiyaastiyo badan oo ka mid ah qiyaastiyo badan oo ka mid ah qiyaastiyo badan oo ka mid ah qiyaastiyo badan oo ka mid ah qiyaastiyo badan oo ka mid ah qiyaastiyo badan oo ka mid ah qiyaastiyo badan oo ka mid ah qiyaastiyo badan oo ka mid ah qiyaastiyo badan oo ka mid ah qiyaastiyo badan oo ka mid ah qiyaastiyo badan oo ka mid ah qiyaastiyo ah.

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