Home » The Battle of Titans: Gemini vs GPT4 – Can Google’s Latest AI Model Live Up to the Hype?

The Battle of Titans: Gemini vs GPT4 – Can Google’s Latest AI Model Live Up to the Hype?

by OnverZe
177 comments

The competition among companies to develop advanced artificial intelligence is intense. To gain an edge against rivals like OpenAI’s GPT-4 and Meta’s Llama 2, Google has launched its new AI model called Gemini. This model has been built from scratch and is capable of handling multiple types of data at once, including text, code, audio, images, and video. The AI model will be available in three different sizes: Ultra, Pro, and Nano, for tackling complex tasks, scaling across a broad range of tasks, and on-device tasks, respectively. Gemini is the first model from Google DeepMind after the merger of the company’s AI research units, DeepMind, and Google Brain.

Late last year, OpenAI’s ChatGPT, which is powered by GPT-3.5, was launched and created quite a buzz around the world. Initially caught off guard, Google is now preparing itself for competition. It recently launched Gemini, which has made some bold claims, but questions have been raised about its accuracy. Google DeepMind claims that Gemini outperforms GPT-4 on 30 of the 32 standard performance measures, though the margins are narrow. Despite presenting a futuristic vision to the public, accuracy concerns are now at the forefront.

Gemini, a language model developed by Google, scored an impressive 90 percent on the Massive Multitask Language Understanding (MMLU) test, surpassing human experts (89.8 percent) and outperforming GPT-4 (86.4 percent) in several benchmark tests conducted by Google. MMLU uses 57 subjects, such as math, physics, history, law, medicine, and ethics, to evaluate both problem-solving abilities and world knowledge.

It’s worth noting that Google used different prompting techniques for the two models. While GPT-4’s score of 86.4 percent relied on the industry-standard “5-shot” prompting technique, Gemini Ultra’s 90 percent result was based on a different method— “chain-of-thought with 32 samples.” 

Also, it’s important to mention that Google conducted these tests using an outdated version of GPT-4, as indicated in the yellow box in the image above. The note mentions that they used a “previous state-of-the-art” (SOTA) version for GPT-4.

When the 5-shot MMLU was used to evaluate both models, GPT-4 achieved a score of 86.4 percent, surpassing Gemini Ultra’s score of 83.7 percent. Additionally, when the 10-shot HellaSwag was used to measure commonsense reasoning, GPT-4 outperformed both Gemini Ultra (87.8 percent) and Gemini Pro (84.7 percent) by scoring 95.3 percent.

In machine learning, the term “shot” indicates the number of instances or examples used during training. For instance, in few-shot learning, the model is trained on a small number of examples per class, and the number, such as 5 shots, indicates that the model is trained with only five instances of each class.

Chain of thought (CoT) refers to the logical progression or sequence of steps that an AI model follows to arrive at a decision or output. In other words, CoT prompting involves guiding the model to think step by step before generating an answer.

Google used different prompting techniques for benchmarks like GSM8K, DROP, and HumanEval. Their Gemini Ultra model achieved the highest accuracy by using a chain-of-thought prompting approach. This involves generating a sequence of responses using multiple samples and considering model uncertainty. If a consensus is reached, it selects that answer, otherwise, it resorts to a greedy sample.

What the heck?

Did you know that Google used different techniques to test their AI’s ability to reason in different subjects like math, reading comprehension, and coding? The best-performing approach was the “chain-of-thought” method used in their Gemini Ultra model. This approach generates a sequence of responses using multiple samples and considers model uncertainty before making a decision. If there’s a clear consensus, it selects that answer, otherwise, it uses a greedy approach to find the best answer. Pretty cool, huh?

The op-ed by Olson clarified that the voice in the demo was simply reciting predetermined prompts that humans had fed into Gemini, while also displaying static images. It is important to note that this is different from what Google appeared to be suggesting, which was that individuals could engage in a seamless, real-time conversation with Gemini as it observed and responded to its surroundings. In the demo video, Google had reduced latency and shortened Gemini’s outputs for the sake of brevity. Oriol Vinyals, Google DeepMind’s VP of Research and co-lead of Gemini stated in an X post that he was pleased with the attention garnered by the “Hands-on with Gemini” video. Vinyals confirmed that all of the user prompts and outputs shown in the video were authentic, but abbreviated for the sake of concision. The video served as an example of what multimodal user experiences developed with Gemini might look like and was intended to inspire developers.

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Während bei der Schlafapnoe im Allgemeinen keine Erythropoietin-Erhöhung
beobachtet wird, ist dies bei der COPD bei
einem Absinken des Sauerstoffpartial-drucks unter 67 mmHg der Fall.
Von Ausdauersportlern wird dies im sogenannten Höhentraining ausgenutzt.

Prinzipiell treten die erworbenen Formen der JAK2-unmutierten Polyzythämie am häufigsten im
klinischen Alltag auf. In der Universitätsklinik der Hämatologie des Inselspitals Bern wurde eine
Studie durchgeführt, in welcher die Epidemiologie,
Ursachen und die Komplikationen der JAK2-unmutierten Polyzythämie analysiert wurden (1).
730’000, welche am Inselspital über fast eleven Jahre (Oktober 2008 – Juli 2019) in Behandlung waren, untersucht, und davon ca.

In wissenschaftlichen Untersuchungen konnte ein Zusammenhang zwischen Testosteron­mangel und
psychischen Symptomen wie Schlaf­störungen, Nervosität,
Ängstlichkeit und Depres­sionen nachgewiesen werden.
Eine interessante Publikation beschreibt, dass Männer mit einem (künstlich) erhöhten Testosteron­spiegel fairer verhandelten als Männer mit normalem Testosteron­spiegel.
Das Klischee, dass erhöhte testosteron kaufen öSterreich (doncareers.co.uk)­spiegel zu aggressiverem Verhalten führen, hält sich
hartnäckig, konnte mittlerweile jedoch in vielen Studien widerlegt werden. Dieses kann durch eine zytoreduktive Therapie mit
Phosphor-32, Chlorambucil, Busulphan, Hydroxyharnstoff oder
mit einem Aderlass erreicht werden. Ob bei alleiniger Hydroxyharnstoff-Therapie ebenfalls die Leukämiewahrscheinlichkeit erhöht ist,
wird derzeit diskutiert. Androgene sind für die sexuelle Differenzierung der Geschlechtsorgane sowie
die Ausbildung des männlichen Phänotyps essenziell.

Beispiele hierfür sind der Wilms-Tumor, polyzystische Nieren,
Nierenzellkarzinome und die Posttransplantationserythrozytose.

Die Gabe von Erythropoietin, beispielsweise zur Behandlung der Tumor-
oder renalen Anämie, führt zu einem Erythrozytenanstieg.
Auf welchen Wert das Hämoglobin angehoben werden soll, wird derzeit diskutiert, weil eine zu starke
Stimulierung in einzelnen Studien eine sinkende Überlebensrate zeigte (5).
Verschiedene, mit Zyanose einhergehende Herzfehler (zum Beispiel Septumdefekte,
Links-Rechts-Shunt) führen zu chronischer Hypoxämie und damit über eine
Erythropoietin-Erhöhung zu einer kompensatorischen Erythrozytose.

Ob eine Substitution mit Testosteron zu einer verringerten Mortalität bei KHK-Patienten führt, muss
jedoch erst noch in weiteren Studien überprüft werden.
Thrombozyten können bei PV-Patienten ebenfalls an der Entstehung
von Thrombosen beteiligt sein. Nach den Ergebnissen der ECLAP-Studie (19)
– einer randomisierten, placebokontrollierten Doppelblindstudie mit 518 Patienten – haben Patienten, die täglich 50 bis one hundred mg Acetylsalicylsäure (ASS) einnehmen ein geringeres Thromboserisiko.
Kritiker der Studie wenden ein, dass einzelne Patienten dieser Studie nur deshalb eine ASS-Therapie benötigten, weil ihr Hämatokrit nur unzureichend abgesenkt warfare (20).
Da einzelne PV-Patienten ein erhöhtes Blutungsrisiko haben, ist beim Einsatz von ASS auf etwaige Blutungskomplikationen zu achten.
Auf den Einsatz zytoreduktiver Medikamente mit leukämogenem Risikoprofil sollte insbesondere bei jungen Patienten verzichtet
werden. Das 20-Jahres-Risiko eines Übergangs
in eine postpolyzythämische Myelofibrose, das heißt eine Verfaserung des Knochenmarks mit zunehmender
Auswanderung der Hämatopoese in Milz und Leber, betrug in der Studie 10 % (12).
Da die angeborenen Polyzythämien und die sekundäre Polyzythämie bei zyanotischen kongenitalen Herzerkrankungen selten hämatologische Behandlung
erfordern, wird im Folgenden nur die Therapie der PV dargestellt.

Ziel ist es, die PV-assoziierten potenziell lebensbedrohlichen thromboembolischen und
Blutungskomplikationen sowie die auftretenden unspezifischen Symptome zu mindern.
NGS ist eine molekulardiagnostische Methode, die erlaubt,
mehrere Gene gleichzeitig zu untersuchen und auch
vor einer KMP durchgeführt werden kann. Angeborene sekundäre Erythrozytosen sind selten und werden meist durch Keimbahnmutationen verursacht, einschliesslich Mutationen in Genen, die am
Sauerstoff-Sensorweg und Hb-Bildung beteiligt sind, unter
anderem abnormale Sauerstoffaffinität (4). Es sind mehrere Mutationen bekannt,
welche eine kongenitale Erythrozytose verursachen können (Tab. 4).
Die sekundäre und die idiopathische Polyzythämie benötigen aus hämatologischer
Sicht keine Therapie, da diese Patienten prinzipiell kein klar
erhöhtes Risiko für Thromboembolien oder Transformation in eine andere Erkrankung haben.
Eine Knochenmarkpunktion (KMP) ist hilfreich,
um den Typ der MPN zu charakterisieren und das Vorliegen einer Fibrose, die prognostische Relevanz hat, zu prüfen. Wichtige Aspekte bei
der Beurteilung sind die gesteigerte Zellularität,
eine trilinäre Myeloproliferation, die Morphologie der Megakaryopoese, das Vorhandensein einer Fibrose,
sowie eventuelle Vermehrung der Blasten. Die Flowzytometrie ist nicht
zwingend nötig, könnte aber dazu beitragen, eine Zunahme der Blasten auszuschliessen.
Unser vorgeschlagener Diagnosealgorithmus für JAK2-unmutierte Polyzythämie bei Erwachsenen ist in Abbildung
1 dargestellt. Zusammenfassend kann gesagt werden, dass die Poly­zythämie und Erythrozytose wichtige Laborbefunde sind, welche eine weitere Abklärung triggern sollten. Parameter, die für die Kategorisierung dieser
Artwork von Polyzythämie wegweisend sind, umfassen den Epo-Spiegel im Serum und
den P50-Wert.
Im Hoden spielt Testosteron eine wesentliche Rolle bei der
Spermatogenese. Über diese androgene Wirkung hinaus werden Sexualverhalten und -aktivität beim Mann
beeinflusst. Dementsprechend vielgestaltig ist die klinische Ausprägung eines Testosteronmangels.
Die Substitutionsbehandlung mit Testosteronpräparaten ist in der Praxis fest etabliert.
Therapienutzen und Risiken müssen jedoch je nach Indikation sorgfältig abgewogen werden.

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https://jobsyt.com/ August 17, 2025 - 09:53

Am Ende gibt es ein Bilingual-Zertifikat oder das internationale Abitur Baden-Württemberg.

„Keinem gönnt man es mehr als Isa”, sagte Lukas Märtens später, nachdem er selbst ins 200-Meter-Rückenfinale eingezogen warfare. Märtens ist nicht nur frischer Olympiasieger, sondern auch Trainingskollege von Gose – und ihr Ex-Freund. Es ist eine ziemlich charmante Dreiecksbeziehung, die sich da jetzt entwickelt hat in Magdeburg. Denn einerseits sind Gose und Märtens schon seit dem vergangenen Sommer kein Paar mehr, zugleich verstehen sie sich aber intestine – und Märtens’ Schwester Leonie hat einen ganz hervorragenden Draht zu Gose. Im Finale schwammen sie übrigens beide, Leonie Märtens wurde als Jüngste des Rennens Achte. Auch in der Mittelstufe könnt ihr natürlich weiterhin an der Theater-AG teilnehmen oder das Interesse am Theaterspielen neu für euch entdecken.
Die Schulleitung entscheidet über die Aufnahme in den bilingualen Zug und stützt ihre Entscheidung dabei auf die Beratungen der jeweiligen Klassenkonferenzen. „Ich finde es super praktisch, dass ich alle Kursmaterialien an einem Ort habe und auch direkt mit meinen Dozenten kommunizieren kann,” sagt Lisa, eine
Lehramtsstudentin an der Uni Heidelberg. Sie nutzt Moodle nicht nur
für den Austausch von Dokumenten, sondern auch,
um sich mit anderen Kommilitonen in Foren auszutauschen. Falls du bei
der Nutzung von Moodle auf technische Probleme stößt oder Fragen hast,
steht dir der E-Learning-Support der Universität Heidelberg zur Seite.
Viele typische Fragen werden bereits in den Online-Hilfedokumentationen beantwortet.
Für speziellere Probleme kannst du dich aber auch direkt an den IT-Service wenden.
Die Betreuung erfolgt durch sehr gute SchülerInnen der Oberstufe bzw.

Die SchülerInnen am Helmholtz-Gymnasium Heidelberg können Deutsch, Geschichte, Geografie und Gemeinschaftskunde auf Leistungskursniveau belegen. In der Freizeit
kann unter anderem eine Journalismus AG oder eine Wirtschafts AG
besucht oder an den Heidelberg Mannequin United Nations (heiMUN)
teilgenommen werden. Die Schule nimmt zudem regelmäßig an Wettbewerben wie dem “Bundeswettbewerb Finanzen”, dem “Wettbewerb der Bundeszentrale für politische Bildung” oder an Vorlesewettbewerben teil.
Am Helmholtz-Gymnasium Heidelberg kann Sport auf Leistungskursniveau belegt werden. In der Freizeit können unter anderem eine
Hockey AG, eine Jazz Dance AG oder eine Rudern AG besucht werden.
Die Schule nimmt regelmäßig an Wettbewerben wie “Jugend trainiert für Olympia”, an Fußballturnieren oder an Laufveranstaltungen teil.

Da keine Nachfolge für den in den Ruhestand gehenden Belegarzt Dr.
Rolf Schwabenland gefunden werden konnte, musste die Bensheimer Geburtshilfe schließen. Im April 2021
wurde jedoch eine neue gynäkologische Hauptabteilung unter dem Chefärztinnen-Tandem
aus Dr. med. Der Fokus der Abteilung liegt auf der minimal-invasiven gynäkologischen Chirurgie sowie auf der Behandlung von Inkontinenz-
und Senkungsbeschwerden. Ebenfalls seit April 2021 verfügt das Heilig-Geist Hospital über eine neue Abteilung für Hals-Nasen-Ohrenheilkunde.
Karl Hörmann übernimmt die Funktion des Ärztlichen Direktors und leitet das im Mai 2021 eröffnete Schlaflabor, Dr.
med. Jérôme Servais begleitet die Chefarzt-Position der neuen HNO-Abteilung und leitet die Ohrenklinik.

Das 1981 gegründete Astronomische Lehrzentrum (ALZ) am Helmholtz-Gymnasium
Heidelberg (HGH) ist eine einzigartige Establishment für Praxis und Didaktik der Schulastronomie.
Die Astronomie ist als älteste Naturwissenschaft
eng mit der kulturellen Menschheitsgeschichte
verknüpft. Die Vermittlung von astronomischen Grundlagen und Erkenntnissen stellt damit eine enge Verbindung zwischen gesellschaftswissenschaftlichen und naturwissenschaftlichen Kontexten her.
Für die Mittel- und Oberstufe gibt es eine Volleyball-AG, die von Frau Christina
Höhn geleitet wird. Durch diese AG wurden vielen Schülerinnen und Schülern in den letzten Jahren zahlreiche Teilnahmen an Jugend trainiert für Olympia Volleyball,
Beach-Volleyball und den Stadtschulmeisterschaften ermöglicht.

Anders als im herkömmlichen Englischunterricht fungiert die Fremdsprache dabei
in erster Linie als Kommunikationsmittel, das der Erarbeitung sachfachlicher Inhalte dient.
Wir gehen Probleme offen und direkt an, um gemeinsam zufriedenstellende Lösungen für alle
Beteiligten zu finden. Am Helmholtz-Gymnasium Heidelberg
können Englisch, Französisch und Latein auf Leistungskursniveau belegt werden. In der
Freizeit kann eine DELF AG oder eine Englisches Theater AG besucht werden. Das
Gymnasium pflegt Kontakt zu Partnerschulen in England und Frankreich und betreibt regelmäßig Austausche.

Das Helmholtz-Gymnasium Heidelberg ist ein allgemeinbildendes Gymnasium in Heidelberg.

Klasse einen bilingualen Zug an, in dem der Unterricht in den Sachfächern Biologie, Geografie, Geschichte und Gemeinschaftskunde
auf Englisch stattfindet. Das Helmholtz-Gymnasium besitzt ein schuleigenes Landheim
in Unterhöllgrund im Odenwald. Das Helmholtz-Gymnasium
ist eine Stützpunktschule für Molekularbiologie. Die Schule ist zusammen mit dem Olympiastützpunkt Rhein-Neckar und weiteren Schulen Teil des Verbundsystems Eliteschule des Sports,
einer vom Deutschen Sportbund vergebenen Bezeichnung.
Unsere immatrikulierten Studierenden finden hier alle Materialien und Online-Tools für ihren erfolgreichen Studienabschluss.
Sicherlich haben Sie schon von den sogenannten „Krankenhauskeimen” gehört.
Diese können den Krankheitsprozess verzögern und dem Patienten schaden.
Wir versuchen auch ihre Sichtweise zu verstehen und nicht nur die Perspektive der Kinder einzunehmen, um eine konstruktive Lösung zu erreichen. Wir unterstützen eine verlässliche Zusammenarbeit mit den anderen Gremien unserer
Schule und fördern gemeinsames Engagement. Wir erkennen die Arbeit aller am Schulleben beteiligten Personen an. Wir
achten darauf, unsere Zeit sinnvoll einzuteilen und mit der Zeit anderer nicht
leichtfertig umzugehen. Wir Lehrerinnen und Lehrer behandeln alle Schülerinnen und Schüler
wertschätzend, verständnisvoll und gerecht.
Ihren persönlichen Verwendungszweck für die Rückmeldung finden Sie in Ihrem heiCO-Account unter „Studienbeitragsstatus”. Bei besonderen Großereignissen, wie zum Beispiel der Sonnenfinsternis im März 2015 oder der Mondfinsternis im September 2015 öffnen wir das ALZ für eine breite Öffentlichkeit. Aufgabe und Ziel des ALZ ist es, Schülerinnen und Schülern und allen anderen Besuchern über die verschiedenen Kontexte einen Zugang zur Astronomie und zu den Naturwissenschaften zu ermöglichen.
Wir urteilen sachlich und sind bereit, auf andere Standpunkte einzugehen. Wir stellen keine Erwartungen an andere, die wir selbst nicht einhalten können. Auf den folgenden Seiten laden wir Sie ein, sich hier einen kleinen Eindruck von unserer außergewöhnlichen Einrichtung zu verschaffen. Es besteht die Möglichkeit zwischen verschiedenen Gerichten zu wählen. Das Helmholtz-Gymnasium verfügt über eine Mensa, die von der SRH Dienstleistungen GmbH betrieben wird. Das Helmholtz-Gymnasium Heidelberg bietet eine Hausaufgabenbetreuung für alle SchülerInnen der Unterstufe an.

References:

https://jobsyt.com/

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