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The 2023 LLM That Beat Frontier Models at Chess

aidancooper.co.uk · published 27 September 2026

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https://github.com/AidanCooper/llm-chess/blob/main/game_logs/gpt_3p5_turbo_instruct_vs_chat_uis/README.md?ref=aidancooper.co.uk
github.com
https://github.com/AidanCooper/llm-chess/blob/main/usage_examples/GPT3p5TurboInstruct_vs_SotA_Reasoning_Models.ipynb?ref=aidancooper.co.uk
github.com
https://developers.openai.com/api/docs/deprecations?ref=aidancooper.co.uk
developers.openai.com
GPT-4 API general availability and deprecation of older models in the Completions API Read at the source ↗
openai.com
https://en.wikipedia.org/wiki/Portable_Game_Notation?ref=aidancooper.co.uk
en.wikipedia.org
https://lichess.org/analysis/pgn/1._e4_c5_2._Nf3_d6_3._d4_cxd4_4._Nxd4_Nf6_5._Nc3_a6_6._Bg5_e6_7._f4_Qb6_8._Qd2_Qxb2_9._Rb1_Qa3_10._e5_dxe5_11._fxe5_Nfd7_12._Ne4_h6_13._Bh4_Qxa2_14._Rd1_Qd5_15._Qe3_Qxe5_16._Be2_Bc5_17._Bg3_Qd5_18._c4_Bxd4_19._Rxd4_Qa5%2B_20._Rd2_O-O_21._Bd6?ref=aidancooper.co.uk
lichess.org
https://chatgpt.com/share/6a81ef28-4d78-83eb-920a-72094ad200f1?ref=aidancooper.co.uk
chatgpt.com
https://lichess.org/analysis/pgn/1._e4_c5_2._Nf3_d6_3._d4_cxd4_4._Nxd4_Nf6_5._Nc3_a6_6._Bg5_e6_7._f4_Be7_8._Qf3_Qc7_9._O-O-O_Nbd7_10._g4_b5_11._Bxf6_Nxf6_12._g5_Nd7_13._f5_Nc5_14._f6_gxf6_15._gxf6_Bf8_16._Rg1_b4_17._Nd5_exd5_18._exd5_Kd8_19._Nc6%2B_Kd7_20._Bh3%2B?ref=aidancooper.co.uk
lichess.org
https://claude.ai/share/950ed941-2f0a-4c99-b74a-2da97ebbf73d?ref=aidancooper.co.uk
claude.ai
https://lichess.org/analysis/pgn/1._e4_e5_2._Nf3_Nc6_3._Bb5_a6_4._Ba4_Nf6_5._O-O_Be7_6._Re1_b5_7._Bb3_O-O_8._c3_d5_9._exd5_Nxd5_10._Nxe5_Nxe5_11._Rxe5_c6_12._d4_Bd6_13._Re1_Qh4_14._g3_Qh3_15._Qf3_Bg4_16._Qg2_Qh5_17._Be3_Rae8_18._Bxd5_cxd5_19._Nd2_Re6_20._Qxd5_Qxd5?ref=aidancooper.co.uk
lichess.org
https://chatgpt.com/share/6a81ef3d-9c50-83eb-a06b-163e15f1029b?ref=aidancooper.co.uk
chatgpt.com
https://lichess.org/analysis/pgn/1._e4_e5_2._Nf3_Nc6_3._Bb5_a6_4._Ba4_Nf6_5._O-O_Be7_6._Re1_b5_7._Bb3_O-O_8._c3_d5_9._exd5_Nxd5_10._Nxe5_Nxe5_11._Rxe5_c6_12._d4_Bd6_13._Re1_Qh4_14._g3_Qh3_15._Be3_Bg4_16._Qd3_Rae8_17._Nd2_Re6_18._a4_Rfe8_19._Qf1_Qh5_20._f4_Nxe3_21._Rxe3_Rxe3?ref=aidancooper.co.uk
lichess.org
https://claude.ai/share/ff3d2104-02f6-476a-a62a-f5e70ca0c69e?ref=aidancooper.co.uk
claude.ai
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