id int64 0 45k | prompt stringlengths 1.45k 2.69k | ground_truth listlengths 3 3 | known_count int64 4 16 |
|---|---|---|---|
43,145 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724128564.133 | 134.156 | 60.831 | 51.816 | -63 | -77 | -75 | -79 | -71 | -79 | -100 | -65 |
| B | 1724128697.134 | 56.040 | 69.590 | 51.816 | -100 | -82 | -81 | -78 | -81 | -87 | -66 | -72 |
| C | 1724128765.144 | 104.438 | 25.970 | 51.816 | -77 | -83 | -84 | -79 | -83 | -82 | -85 | -76 |
| D | 1724128438.130 | 50.096 | 64.972 | 51.816 | -75 | -81 | -80 | -76 | -78 | -79 | -69 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128585.158
- **Target RSSI fingerprint:** [-100, -83, -81, -82, -75, -76, -63, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
89.15403040480396,
18.32639217376709,
51.816
] | 4 |
34,376 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724123396.140 | 20.378 | 47.402 | 60.960 | -86 | -81 | -72 | -79 | -78 | -77 | -70 | -66 |
| B | 1724123197.148 | 67.927 | 25.041 | 60.960 | -86 | -80 | -82 | -73 | -78 | -79 | -72 | -65 |
| C | 1724123591.132 | 30.567 | 0.000 | 60.960 | -78 | -79 | -83 | -73 | -77 | -78 | -75 | -76 |
| D | 1724123536.138 | 101.890 | 36.958 | 60.960 | -74 | -79 | -100 | -100 | -78 | -77 | -68 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123383.122
- **Target RSSI fingerprint:** [-80, -100, -74, -100, -77, -76, -80, -62]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
49.24697865551375,
59.84940528869629,
60.96
] | 4 |
5,975 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723002889.150 | 25.472 | 87.014 | 51.816 | -86 | -85 | -76 | -77 | -81 | -87 | -89 | -68 |
| B | 1723003302.161 | 73.868 | 42.240 | 51.816 | -87 | -83 | -85 | -73 | -83 | -84 | -77 | -69 |
| C | 1723003010.142 | 16.132 | 90.557 | 51.816 | -87 | -87 | -81 | -90 | -87 | -82 | -75 | -79 |
| D | 1723003215.140 | 8.491 | 58.151 | 51.816 | -90 | -85 | -85 | -92 | -89 | -86 | -80 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723003246.167
- **Target RSSI fingerprint:** [-85, -81, -87, -85, -86, -85, -69, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
102.73652818662916,
93.9940881729126,
51.816
] | 4 |
31,752 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723690008.159 | 165.572 | 11.970 | 42.672 | -100 | -79 | -92 | -84 | -85 | -82 | -87 | -76 |
| B | 1723690002.136 | 188.497 | 34.397 | 42.672 | -100 | -79 | -86 | -82 | -87 | -82 | -83 | -74 |
| C | 1723689697.182 | 222.461 | 112.599 | 42.672 | -73 | -81 | -68 | -100 | -76 | -83 | -67 | -71 |
| D | 1723689959.157 | 175.761 | 70.333 | 42.672 | -80 | -85 | -87 | -81 | -74 | -87 | -81 | -78 |
| E | 1723689741.172 | 138.401 | 45.730 | 42.672 | -77 | -83 | -77 | -80 | -76 | -74 | -83 | -83 |
| F | 1723689900.159 | 213.121 | 125.790 | 42.672 | -67 | -79 | -74 | -100 | -74 | -80 | -64 | -69 |
| G | 1723689744.154 | 143.496 | 36.945 | 42.672 | -82 | -88 | -77 | -81 | -81 | -73 | -76 | -84 |
| H | 1723689604.170 | 124.816 | 27.655 | 42.672 | -78 | -82 | -100 | -74 | -89 | -78 | -83 | -77 |
| I | 1723690219.149 | 155.383 | 1.924 | 42.672 | -100 | -93 | -100 | -70 | -86 | -89 | -87 | -76 |
| J | 1723689574.021 | 11.038 | 76.159 | 42.672 | -85 | -100 | -100 | -72 | -100 | -100 | -100 | -73 |
| K | 1723689944.140 | 142.646 | 38.073 | 42.672 | -80 | -85 | -76 | -100 | -77 | -75 | -80 | -85 |
| L | 1723689607.152 | 139.250 | 21.564 | 42.672 | -85 | -81 | -100 | -76 | -90 | -81 | -79 | -80 |
| M | 1723689990.176 | 232.650 | 83.378 | 42.672 | -91 | -90 | -84 | -100 | -89 | -84 | -89 | -92 |
| N | 1723689873.131 | 198.686 | 50.733 | 42.672 | -100 | -91 | -85 | -81 | -78 | -84 | -86 | -82 |
| O | 1723690223.157 | 138.401 | 9.847 | 42.672 | -100 | -91 | -100 | -68 | -81 | -80 | -87 | -72 |
| P | 1723690181.171 | 231.800 | 96.860 | 42.672 | -87 | -89 | -79 | -100 | -82 | -81 | -84 | -87 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689824.171
- **Target RSSI fingerprint:** [-82, -88, -78, -70, -82, -83, -73, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
140.09917315411352,
33.36173057556152,
42.672000000000004
] | 16 |
12,039 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723003006.149 | 0.849 | 88.792 | 51.816 | -87 | -90 | -84 | -85 | -80 | -84 | -82 | -80 |
| B | 1723003420.145 | 33.113 | 43.845 | 51.816 | -76 | -88 | -76 | -78 | -73 | -91 | -90 | -68 |
| C | 1723003011.150 | 21.227 | 91.061 | 51.816 | -86 | -82 | -84 | -86 | -85 | -80 | -69 | -83 |
| D | 1723002848.145 | 96.793 | 8.758 | 51.816 | -79 | -77 | -75 | -82 | -78 | -76 | -82 | -70 |
| E | 1723003259.154 | 124.812 | 79.025 | 51.816 | -85 | -87 | -89 | -78 | -89 | -66 | -73 | -67 |
| F | 1723002967.130 | 114.623 | 49.459 | 51.816 | -82 | -86 | -100 | -79 | -80 | -80 | -86 | -62 |
| G | 1723002800.154 | 92.548 | 36.414 | 51.816 | -85 | -77 | -72 | -85 | -86 | -68 | -74 | -78 |
| H | 1723003166.159 | 133.303 | 12.235 | 51.816 | -74 | -84 | -100 | -80 | -70 | -76 | -70 | -78 |
| I | 1723002998.146 | 5.094 | 67.440 | 51.816 | -90 | -89 | -81 | -90 | -88 | -84 | -80 | -78 |
| J | 1723003128.158 | 14.434 | 48.025 | 51.816 | -82 | -100 | -71 | -74 | -73 | -81 | -68 | -70 |
| K | 1723003236.142 | 52.642 | 91.539 | 51.816 | -85 | -69 | -84 | -83 | -85 | -79 | -69 | -77 |
| L | 1723003318.152 | 66.227 | 90.172 | 51.816 | -88 | -85 | -92 | -85 | -84 | -88 | -86 | -82 |
| M | 1723003174.148 | 129.907 | 36.308 | 51.816 | -81 | -84 | -86 | -78 | -74 | -74 | -74 | -81 |
| N | 1723003051.144 | 132.454 | 28.173 | 51.816 | -84 | -81 | -71 | -86 | -84 | -74 | -73 | -75 |
| O | 1723003194.169 | 73.019 | 45.438 | 51.816 | -84 | -71 | -74 | -82 | -81 | -81 | -82 | -64 |
| P | 1723003374.170 | 100.189 | 11.200 | 51.816 | -81 | -79 | -81 | -82 | -80 | -76 | -71 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723003410.139
- **Target RSSI fingerprint:** [-83, -77, -78, -84, -84, -79, -83, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
82.35903499258701,
46.48613452911377,
51.816
] | 16 |
14,442 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723004911.163 | 99.340 | 13.124 | 60.960 | -81 | -85 | -77 | -72 | -70 | -72 | -67 | -59 |
| B | 1723004954.149 | 45.000 | 44.602 | 60.960 | -72 | -76 | -83 | -73 | -86 | -68 | -69 | -74 |
| C | 1723004733.154 | 54.340 | 46.380 | 60.960 | -80 | -77 | -80 | -77 | -87 | -69 | -70 | -67 |
| D | 1723004628.148 | 67.925 | 83.033 | 60.960 | -87 | -82 | -86 | -79 | -79 | -83 | -73 | -71 |
| E | 1723004583.150 | 131.605 | 47.375 | 60.960 | -88 | -100 | -65 | -85 | -73 | -87 | -88 | -67 |
| F | 1723004819.143 | 110.378 | 8.918 | 60.960 | -79 | -76 | -73 | -71 | -83 | -74 | -66 | -64 |
| G | 1723004834.148 | 75.567 | 23.144 | 60.960 | -89 | -82 | -77 | -77 | -75 | -79 | -77 | -68 |
| H | 1723004992.145 | 58.585 | 90.743 | 60.960 | -84 | -83 | -76 | -84 | -72 | -87 | -86 | -81 |
| I | 1723004761.165 | 2.547 | 86.589 | 60.960 | -88 | -80 | -81 | -78 | -75 | -79 | -77 | -83 |
| J | 1723004734.175 | 49.246 | 46.194 | 60.960 | -80 | -75 | -82 | -77 | -85 | -69 | -69 | -67 |
| K | 1723004827.135 | 76.416 | 8.851 | 60.960 | -76 | -72 | -80 | -73 | -84 | -79 | -66 | -61 |
| L | 1723004817.150 | 121.416 | 9.462 | 60.960 | -85 | -79 | -74 | -70 | -86 | -73 | -68 | -71 |
| M | 1723004999.127 | 96.793 | 92.216 | 60.960 | -86 | -85 | -82 | -87 | -69 | -87 | -87 | -67 |
| N | 1723004997.155 | 85.755 | 91.897 | 60.960 | -76 | -100 | -79 | -85 | -69 | -83 | -79 | -72 |
| O | 1723004662.150 | 8.491 | 53.811 | 60.960 | -85 | -71 | -79 | -80 | -70 | -78 | -76 | -75 |
| P | 1723004388.143 | 84.057 | 8.334 | 60.960 | -82 | -74 | -75 | -83 | -85 | -78 | -69 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723005120.139
- **Target RSSI fingerprint:** [-100, -102, -100, -93, -96, -96, -91, -93]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
78.96278600923401,
2.202882766723633,
60.96
] | 16 |
5,896 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723004658.144 | 2.547 | 73.677 | 60.960 | -76 | -75 | -73 | -76 | -71 | -77 | -72 | -73 |
| B | 1723004949.141 | 69.623 | 45.730 | 60.960 | -86 | -86 | -86 | -77 | -75 | -80 | -86 | -77 |
| C | 1723004809.158 | 134.152 | 12.050 | 60.960 | -82 | -79 | -87 | -78 | -76 | -67 | -73 | -72 |
| D | 1723004686.149 | 63.680 | 11.267 | 60.960 | -74 | -76 | -73 | -74 | -73 | -75 | -70 | -58 |
| E | 1723004773.134 | 60.283 | 90.305 | 60.960 | -82 | -85 | -88 | -84 | -87 | -77 | -70 | -81 |
| F | 1723004450.142 | 18.679 | 25.413 | 60.960 | -75 | -79 | -76 | -80 | -82 | -80 | -72 | -76 |
| G | 1723004579.148 | 128.208 | 66.896 | 60.960 | -85 | -84 | -86 | -87 | -86 | -67 | -72 | -60 |
| H | 1723004708.149 | 127.359 | 28.598 | 60.960 | -85 | -83 | -81 | -77 | -75 | -73 | -80 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004508.152
- **Target RSSI fingerprint:** [-85, -86, -84, -81, -73, -76, -83, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
87.45340816076454,
46.34016036987305,
60.96
] | 8 |
1,879 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723010115.154 | 48.397 | 9.130 | 60.960 | -83 | -75 | -78 | -82 | -70 | -77 | -66 | -73 |
| B | 1723009938.157 | 112.076 | 46.221 | 60.960 | -79 | -83 | -75 | -90 | -88 | -71 | -78 | -65 |
| C | 1723009631.172 | 208.869 | 4.286 | 60.960 | -85 | -95 | -90 | -92 | -100 | -88 | -90 | -83 |
| D | 1723010241.162 | 140.944 | 54.594 | 60.960 | -79 | -76 | -81 | -71 | -76 | -79 | -69 | -77 |
| E | 1723009860.139 | 2.547 | 81.400 | 60.960 | -84 | -100 | -81 | -84 | -69 | -79 | -74 | -77 |
| F | 1723010151.169 | 146.039 | 36.321 | 60.960 | -85 | -87 | -82 | -82 | -76 | -81 | -78 | -70 |
| G | 1723010236.152 | 131.605 | 81.347 | 60.960 | -74 | -81 | -79 | -74 | -78 | -73 | -67 | -76 |
| H | 1723009801.136 | 156.227 | 7.153 | 60.960 | -75 | -73 | -75 | -71 | -81 | -77 | -77 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010570.148
- **Target RSSI fingerprint:** [-95, -86, -102, -82, -100, -100, -102, -96]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
196.98243387636634,
1.6986083984375,
60.96
] | 8 |
23,544 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725942978.155 | 56.888 | 12.448 | 60.960 | -78 | -82 | -70 | -76 | -71 | -71 | -73 | -65 |
| B | 1725943229.160 | 37.359 | 99.913 | 60.960 | -78 | -62 | -77 | -73 | -78 | -79 | -72 | -70 |
| C | 1725943411.159 | 10.189 | 72.005 | 60.960 | -79 | -67 | -80 | -74 | -77 | -76 | -74 | -73 |
| D | 1725943475.177 | 61.982 | 38.471 | 60.960 | -73 | -83 | -77 | -72 | -74 | -71 | -75 | -70 |
| E | 1725943488.151 | 8.491 | 63.525 | 60.960 | -74 | -64 | -75 | -79 | -66 | -76 | -75 | -68 |
| F | 1725943433.151 | 41.604 | 97.325 | 60.960 | -78 | -71 | -78 | -69 | -79 | -80 | -75 | -70 |
| G | 1725943056.131 | 104.435 | 29.420 | 60.960 | -77 | -82 | -75 | -74 | -77 | -80 | -73 | -59 |
| H | 1725943367.155 | 63.680 | 63.990 | 60.960 | -76 | -87 | -77 | -69 | -79 | -74 | -75 | -63 |
| I | 1725943218.160 | 17.830 | 111.684 | 60.960 | -78 | -65 | -75 | -79 | -78 | -76 | -75 | -77 |
| J | 1725943248.153 | 104.435 | 43.102 | 60.960 | -77 | -80 | -74 | -70 | -77 | -71 | -74 | -60 |
| K | 1725943163.167 | 65.378 | 69.046 | 60.960 | -76 | -84 | -75 | -82 | -75 | -79 | -81 | -71 |
| L | 1725943311.160 | 27.170 | 14.956 | 60.960 | -76 | -77 | -74 | -83 | -70 | -71 | -78 | -72 |
| M | 1725943211.186 | 11.887 | 80.193 | 60.960 | -79 | -66 | -76 | -71 | -75 | -76 | -74 | -74 |
| N | 1725942926.148 | 98.492 | 5.428 | 60.960 | -74 | -82 | -76 | -85 | -74 | -64 | -73 | -79 |
| O | 1725943374.149 | 56.888 | 29.858 | 60.960 | -77 | -76 | -78 | -73 | -77 | -77 | -73 | -63 |
| P | 1725943266.155 | 92.548 | 21.365 | 60.960 | -76 | -84 | -72 | -78 | -74 | -73 | -74 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725942935.147
- **Target RSSI fingerprint:** [-76, -86, -75, -77, -77, -77, -73, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
101.88815906313805,
18.02117347717285,
60.96
] | 16 |
28,193 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725942800.164 | 32.265 | 2.216 | 60.960 | -100 | -100 | -100 | -100 | -100 | -100 | -100 | -100 |
| B | 1725943191.165 | 8.491 | 15.606 | 60.960 | -75 | -76 | -75 | -73 | -73 | -68 | -73 | -73 |
| C | 1725943368.153 | 62.831 | 59.173 | 60.960 | -77 | -68 | -74 | -73 | -77 | -77 | -78 | -63 |
| D | 1725943447.154 | 96.794 | 52.206 | 60.960 | -66 | -66 | -78 | -72 | -73 | -77 | -74 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943255.396
- **Target RSSI fingerprint:** [-72, -74, -72, -73, -78, -79, -80, -59]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
106.13349902410214,
32.61858940124512,
60.96
] | 4 |
6,114 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828926.159 | 79.812 | 112.984 | 42.672 | -85 | -96 | -85 | -88 | -94 | -78 | -89 | -78 |
| B | 1722828522.158 | 109.529 | 71.779 | 42.672 | -83 | -93 | -83 | -81 | -86 | -94 | -78 | -76 |
| C | 1722828938.160 | 63.680 | 110.078 | 42.672 | -83 | -92 | -70 | -81 | -86 | -78 | -74 | -76 |
| D | 1722828898.153 | 95.944 | 42.903 | 42.672 | -99 | -92 | -88 | -82 | -85 | -94 | -85 | -92 |
| E | 1722829065.149 | 61.982 | 9.077 | 42.672 | -92 | -85 | -100 | -100 | -72 | -82 | -100 | -79 |
| F | 1722828822.155 | 111.227 | 37.622 | 42.672 | -93 | -93 | -78 | -77 | -89 | -82 | -69 | -77 |
| G | 1722828793.146 | 93.397 | 86.191 | 42.672 | -91 | -86 | -86 | -87 | -79 | -88 | -87 | -78 |
| H | 1722828841.202 | 55.189 | 15.752 | 42.672 | -85 | -84 | -85 | -77 | -73 | -78 | -74 | -78 |
| I | 1722828816.151 | 128.208 | 60.102 | 42.672 | -90 | -91 | -77 | -80 | -85 | -80 | -75 | -78 |
| J | 1722828500.151 | 98.491 | 33.853 | 42.672 | -91 | -81 | -87 | -86 | -83 | -81 | -80 | -77 |
| K | 1722828544.148 | 56.887 | 105.645 | 42.672 | -84 | -83 | -82 | -83 | -85 | -79 | -80 | -77 |
| L | 1722828543.157 | 60.283 | 108.379 | 42.672 | -85 | -84 | -78 | -81 | -90 | -81 | -84 | -78 |
| M | 1722828480.132 | 33.113 | 85.939 | 42.672 | -87 | -88 | -88 | -86 | -88 | -78 | -80 | -77 |
| N | 1722828589.168 | 62.831 | 63.618 | 42.672 | -85 | -91 | -91 | -87 | -79 | -85 | -88 | -74 |
| O | 1722828669.165 | 16.981 | 74.009 | 42.672 | -91 | -83 | -90 | -86 | -75 | -82 | -86 | -79 |
| P | 1722828662.150 | 0.849 | 51.383 | 42.672 | -100 | -96 | -81 | -87 | -89 | -94 | -100 | -90 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828513.153
- **Target RSSI fingerprint:** [-86, -81, -87, -84, -75, -76, -74, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
119.71782123512197,
54.58106517791748,
42.672000000000004
] | 16 |
13,436 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008251.144 | 33.113 | 30.270 | 51.816 | -81 | -80 | -73 | -74 | -76 | -77 | -66 | -62 |
| B | 1723008487.146 | 54.340 | 6.887 | 51.816 | -88 | -88 | -80 | -74 | -73 | -78 | -79 | -81 |
| C | 1723008250.149 | 30.566 | 34.078 | 51.816 | -74 | -77 | -67 | -72 | -72 | -76 | -65 | -63 |
| D | 1723008466.317 | 10.189 | 68.303 | 51.816 | -80 | -77 | -75 | -74 | -72 | -74 | -70 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008506.149
- **Target RSSI fingerprint:** [-86, -84, -88, -72, -85, -71, -85, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
142.64245130246556,
9.912972450256348,
51.816
] | 4 |
22,586 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725937961.146 | 105.284 | 38.245 | 30.480 | -79 | -81 | -71 | -82 | -75 | -62 | -70 | -72 |
| B | 1725937962.149 | 104.435 | 33.866 | 30.480 | -86 | -84 | -76 | -82 | -79 | -62 | -73 | -75 |
| C | 1725937627.153 | 60.284 | 76.623 | 30.480 | -75 | -72 | -78 | -81 | -75 | -70 | -67 | -73 |
| D | 1725938010.156 | 0.849 | 19.242 | 30.480 | -66 | -64 | -100 | -73 | -66 | -100 | -100 | -54 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937813.151
- **Target RSSI fingerprint:** [-85, -81, -83, -83, -72, -100, -75, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
94.24654872922957,
1.9242048263549805,
30.48
] | 4 |
259 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008186.144 | 123.114 | 3.119 | 51.816 | -74 | -78 | -82 | -69 | -74 | -88 | -75 | -79 |
| B | 1723007934.162 | 140.095 | 73.518 | 51.816 | -88 | -84 | -86 | -85 | -85 | -79 | -80 | -84 |
| C | 1723008404.152 | 160.473 | 6.184 | 51.816 | -69 | -81 | -84 | -77 | -70 | -80 | -73 | -80 |
| D | 1723008367.144 | 89.152 | 88.129 | 51.816 | -86 | -68 | -76 | -89 | -88 | -70 | -76 | -84 |
| E | 1723008072.153 | 145.190 | 37.967 | 51.816 | -87 | -79 | -87 | -88 | -81 | -82 | -72 | -86 |
| F | 1723007948.153 | 157.926 | 5.972 | 51.816 | -82 | -82 | -74 | -81 | -82 | -72 | -80 | -86 |
| G | 1723008123.171 | 3.396 | 83.497 | 51.816 | -82 | -80 | -72 | -78 | -80 | -75 | -79 | -64 |
| H | 1723008466.317 | 10.189 | 68.303 | 51.816 | -75 | -78 | -74 | -70 | -77 | -74 | -79 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723007911.156
- **Target RSSI fingerprint:** [-70, -82, -78, -77, -64, -75, -70, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
188.49181064968664,
31.503877639770508,
51.816
] | 8 |
27,095 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939653.146 | 100.190 | 0.000 | 42.672 | -68 | -78 | -73 | -72 | -80 | -70 | -67 | -74 |
| B | 1725939907.149 | 50.095 | 11.413 | 42.672 | -100 | -100 | -86 | -100 | -70 | -87 | -62 | -83 |
| C | 1725939494.154 | 61.133 | 52.285 | 42.672 | -75 | -72 | -75 | -74 | -82 | -78 | -76 | -60 |
| D | 1725939327.147 | 5.943 | 48.238 | 42.672 | -72 | -72 | -72 | -76 | -60 | -68 | -77 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939296.149
- **Target RSSI fingerprint:** [-81, -73, -78, -76, -81, -76, -75, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
54.34035333254444,
31.06595516204834,
42.672000000000004
] | 4 |
26,603 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725941300.163 | 107.832 | 54.289 | 51.816 | -71 | -100 | -66 | -75 | -73 | -100 | -73 | -61 |
| B | 1725941284.179 | 58.586 | 97.166 | 51.816 | -64 | -77 | -68 | -79 | -73 | -74 | -80 | -68 |
| C | 1725941207.152 | 67.076 | 87.823 | 51.816 | -75 | -65 | -75 | -78 | -79 | -71 | -80 | -71 |
| D | 1725941174.151 | 97.643 | 15.739 | 51.816 | -79 | -73 | -88 | -81 | -78 | -74 | -83 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725940916.158
- **Target RSSI fingerprint:** [-100, -72, -85, -78, -77, -73, -85, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
75.5670557666813,
44.70790386199951,
51.816
] | 4 |
3,599 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723004704.146 | 129.057 | 14.903 | 60.960 | -86 | -83 | -74 | -83 | -82 | -79 | -71 | -78 |
| B | 1723004791.147 | 127.359 | 92.587 | 60.960 | -86 | -79 | -83 | -68 | -76 | -73 | -85 | -62 |
| C | 1723004814.161 | 135.001 | 9.820 | 60.960 | -87 | -100 | -72 | -85 | -79 | -81 | -76 | -80 |
| D | 1723004999.127 | 96.793 | 92.216 | 60.960 | -86 | -87 | -82 | -87 | -87 | -69 | -87 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004916.147
- **Target RSSI fingerprint:** [-84, -81, -77, -77, -69, -73, -72, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
124.81214562749891,
13.429622650146484,
60.96
] | 4 |
39,569 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724128730.174 | 83.210 | 49.326 | 51.816 | -80 | -81 | -85 | -83 | -78 | -81 | -68 | -73 |
| B | 1724128459.130 | 90.852 | 25.307 | 51.816 | -80 | -100 | -85 | -83 | -81 | -78 | -100 | -69 |
| C | 1724128453.113 | 79.814 | 54.568 | 51.816 | -78 | -100 | -83 | -81 | -86 | -77 | -79 | -65 |
| D | 1724128954.142 | 78.965 | 13.297 | 51.816 | -82 | -79 | -78 | -84 | -84 | -80 | -64 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128472.147
- **Target RSSI fingerprint:** [-78, -80, -100, -76, -76, -79, -100, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
120.57021254744916,
31.78255558013916,
51.816
] | 4 |
39,043 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723697923.148 | 22.925 | 39.254 | 51.816 | -81 | -76 | -100 | -73 | -75 | -76 | -75 | -73 |
| B | 1723698157.150 | 74.720 | 48.065 | 51.816 | -100 | -78 | -76 | -100 | -70 | -79 | -72 | -64 |
| C | 1723698313.136 | 123.967 | 47.641 | 51.816 | -78 | -82 | -79 | -81 | -78 | -82 | -77 | -76 |
| D | 1723698026.128 | 92.550 | 88.328 | 51.816 | -75 | -83 | -75 | -71 | -74 | -83 | -74 | -70 |
| E | 1723698075.129 | 57.738 | 68.050 | 51.816 | -84 | -76 | -72 | -76 | -80 | -81 | -69 | -64 |
| F | 1723698258.161 | 52.643 | 63.512 | 51.816 | -87 | -80 | -76 | -81 | -68 | -80 | -77 | -65 |
| G | 1723698054.136 | 101.890 | 34.145 | 51.816 | -100 | -80 | -75 | -100 | -69 | -74 | -74 | -66 |
| H | 1723698375.168 | 81.512 | 82.542 | 51.816 | -80 | -83 | -76 | -77 | -74 | -82 | -75 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698470.141
- **Target RSSI fingerprint:** [-72, -75, -79, -72, -85, -77, -78, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
27.170747016230088,
26.447863578796387,
51.816
] | 8 |
42,141 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724123604.149 | 16.133 | 35.153 | 60.960 | -74 | -81 | -77 | -100 | -75 | -78 | -84 | -77 |
| B | 1724123310.124 | 10.189 | 39.373 | 60.960 | -79 | -71 | -78 | -73 | -66 | -79 | -100 | -65 |
| C | 1724123293.127 | 45.851 | 33.189 | 60.960 | -82 | -76 | -79 | -81 | -82 | -80 | -68 | -64 |
| D | 1724123381.127 | 53.492 | 52.405 | 60.960 | -82 | -77 | -78 | -71 | -81 | -77 | -77 | -65 |
| E | 1724123309.121 | 11.887 | 35.578 | 60.960 | -77 | -74 | -77 | -70 | -66 | -76 | -77 | -70 |
| F | 1724122988.143 | 5.944 | 54.674 | 60.960 | -100 | -73 | -100 | -82 | -95 | -82 | -100 | -68 |
| G | 1724123322.131 | 30.567 | 54.714 | 60.960 | -80 | -75 | -76 | -100 | -76 | -77 | -73 | -67 |
| H | 1724123094.117 | 111.230 | 47.574 | 60.960 | -85 | -100 | -78 | -78 | -83 | -86 | -81 | -75 |
| I | 1724123451.138 | 101.890 | 61.721 | 60.960 | -79 | -100 | -75 | -70 | -81 | -79 | -77 | -62 |
| J | 1724123191.130 | 73.021 | 19.481 | 60.960 | -100 | -76 | -76 | -78 | -100 | -78 | -66 | -62 |
| K | 1724123205.138 | 49.247 | 58.974 | 60.960 | -83 | -75 | -72 | -68 | -75 | -75 | -79 | -63 |
| L | 1724123281.158 | 96.796 | 58.788 | 60.960 | -80 | -100 | -75 | -77 | -83 | -70 | -68 | -61 |
| M | 1724123476.125 | 23.774 | 20.436 | 60.960 | -80 | -73 | -100 | -80 | -71 | -79 | -84 | -66 |
| N | 1724123549.128 | 70.474 | 26.382 | 60.960 | -82 | -86 | -100 | -79 | -79 | -83 | -83 | -85 |
| O | 1724123288.124 | 67.927 | 44.257 | 60.960 | -80 | -76 | -77 | -82 | -83 | -80 | -70 | -63 |
| P | 1724123318.144 | 13.585 | 45.955 | 60.960 | -76 | -74 | -77 | -77 | -72 | -80 | -76 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123186.126
- **Target RSSI fingerprint:** [-78, -100, -78, -100, -84, -79, -70, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
88.30492724436948,
28.464961051940918,
60.96
] | 16 |
22,211 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725942948.166 | 100.190 | 43.925 | 60.960 | -100 | -78 | -80 | -84 | -78 | -70 | -78 | -84 |
| B | 1725943389.170 | 26.321 | 12.832 | 60.960 | -74 | -74 | -83 | -77 | -74 | -77 | -73 | -71 |
| C | 1725943018.163 | 17.830 | 115.638 | 60.960 | -75 | -76 | -66 | -77 | -79 | -80 | -77 | -77 |
| D | 1725943352.155 | 89.152 | 52.086 | 60.960 | -81 | -77 | -74 | -79 | -75 | -69 | -76 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943154.161
- **Target RSSI fingerprint:** [-82, -100, -82, -77, -77, -68, -75, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
76.41611929735353,
64.09592628479004,
60.96
] | 4 |
11,500 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994180.220 | 63.680 | 8.626 | 51.816 | -74 | -72 | -95 | -93 | -82 | -91 | -88 | -80 |
| B | 1731994443.228 | 84.906 | 32.141 | 51.816 | -95 | -84 | -67 | -68 | -78 | -74 | -69 | -72 |
| C | 1731994892.233 | 59.434 | 5.520 | 51.816 | -88 | -84 | -91 | -86 | -82 | -78 | -74 | -77 |
| D | 1731994703.238 | 84.057 | 50.069 | 51.816 | -84 | -83 | -77 | -83 | -81 | -80 | -77 | -68 |
| E | 1731994543.219 | 74.718 | 113.727 | 51.816 | -91 | -91 | -76 | -89 | -87 | -74 | -75 | -85 |
| F | 1731994556.237 | 61.982 | 110.317 | 51.816 | -93 | -84 | -86 | -85 | -100 | -92 | -85 | -71 |
| G | 1731994497.222 | 33.963 | 75.562 | 51.816 | -100 | -92 | -90 | -79 | -77 | -78 | -71 | -65 |
| H | 1731994884.222 | 60.283 | 6.489 | 51.816 | -95 | -91 | -92 | -86 | -86 | -85 | -81 | -84 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994664.188
- **Target RSSI fingerprint:** [-82, -85, -88, -85, -85, -91, -79, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
11.88687629688396,
50.573410987854004,
51.816
] | 8 |
7,871 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008591.148 | 90.001 | 87.651 | 51.816 | -100 | -88 | -88 | -85 | -75 | -77 | -69 | -73 |
| B | 1723007939.162 | 147.737 | 48.782 | 51.816 | -72 | -76 | -77 | -81 | -73 | -71 | -69 | -68 |
| C | 1723007908.155 | 198.681 | 21.564 | 51.816 | -75 | -77 | -76 | -76 | -81 | -71 | -76 | -82 |
| D | 1723008210.265 | 72.170 | 71.196 | 51.816 | -100 | -82 | -88 | -78 | -86 | -82 | -81 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008428.199
- **Target RSSI fingerprint:** [-86, -88, -90, -73, -84, -79, -83, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
85.75528322350608,
39.70497131347656,
51.816
] | 4 |
10,479 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722839069.166 | 26.321 | 113.210 | 51.816 | -78 | -72 | -75 | -79 | -70 | -83 | -77 | -68 |
| B | 1722839060.167 | 16.132 | 126.546 | 51.816 | -79 | -71 | -81 | -85 | -74 | -86 | -75 | -74 |
| C | 1722839261.180 | 24.623 | 134.018 | 51.816 | -75 | -74 | -83 | -86 | -74 | -85 | -75 | -72 |
| D | 1722839006.199 | 126.510 | 110.715 | 51.816 | -84 | -85 | -84 | -78 | -78 | -77 | -69 | -78 |
| E | 1722839010.169 | 137.548 | 119.168 | 51.816 | -89 | -92 | -87 | -80 | -87 | -79 | -74 | -87 |
| F | 1722839014.151 | 136.699 | 119.805 | 51.816 | -79 | -84 | -100 | -66 | -78 | -76 | -73 | -74 |
| G | 1722839112.168 | 134.152 | 126.215 | 51.816 | -76 | -87 | -79 | -66 | -84 | -70 | -82 | -69 |
| H | 1722839127.192 | 109.529 | 95.175 | 51.816 | -88 | -92 | -74 | -83 | -87 | -72 | -84 | -83 |
| I | 1722838887.165 | 90.001 | 132.213 | 51.816 | -86 | -76 | -83 | -84 | -78 | -80 | -68 | -75 |
| J | 1722838712.170 | 11.887 | 12.315 | 51.816 | -95 | -81 | -78 | -79 | -85 | -73 | -100 | -80 |
| K | 1722839255.157 | 46.698 | 152.968 | 51.816 | -77 | -77 | -83 | -84 | -76 | -74 | -74 | -72 |
| L | 1722839107.169 | 120.567 | 147.832 | 51.816 | -82 | -90 | -78 | -81 | -74 | -76 | -81 | -70 |
| M | 1722839147.149 | 56.038 | 75.920 | 51.816 | -75 | -91 | -75 | -70 | -74 | -76 | -87 | -70 |
| N | 1722839366.185 | 7.642 | 9.807 | 51.816 | -90 | -85 | -75 | -78 | -94 | -71 | -84 | -88 |
| O | 1722839070.191 | 29.717 | 109.534 | 51.816 | -78 | -71 | -72 | -78 | -70 | -83 | -75 | -68 |
| P | 1722838953.173 | 17.830 | 118.757 | 51.816 | -84 | -77 | -86 | -88 | -77 | -89 | -82 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722839094.170
- **Target RSSI fingerprint:** [-84, -78, -87, -87, -76, -77, -67, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
95.94406878129817,
136.0877275466919,
51.816
] | 16 |
18,266 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722999713.131 | 137.548 | 94.445 | 42.672 | -83 | -88 | -87 | -86 | -85 | -86 | -83 | -76 |
| B | 1723000175.134 | 108.680 | 55.510 | 42.672 | -82 | -79 | -84 | -80 | -73 | -81 | -70 | -63 |
| C | 1723000172.137 | 118.020 | 68.528 | 42.672 | -82 | -82 | -83 | -78 | -75 | -81 | -70 | -65 |
| D | 1722999504.137 | 141.793 | 14.889 | 42.672 | -72 | -81 | -75 | -70 | -76 | -70 | -74 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999775.153
- **Target RSSI fingerprint:** [-100, -85, -83, -77, -85, -74, -75, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
64.52872931330131,
92.41491317749023,
42.672000000000004
] | 4 |
33,253 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696892.180 | 29.718 | 21.458 | 42.672 | -80 | -82 | -72 | -82 | -86 | -74 | -77 | -76 |
| B | 1723696997.162 | 6.793 | 57.248 | 42.672 | -103 | -100 | -95 | -94 | -100 | -101 | -102 | -79 |
| C | 1723696863.153 | 64.531 | 56.054 | 42.672 | -85 | -82 | -79 | -78 | -72 | -73 | -69 | -70 |
| D | 1723696774.142 | 68.776 | 41.271 | 42.672 | -82 | -100 | -77 | -77 | -81 | -100 | -77 | -64 |
| E | 1723696768.148 | 95.098 | 53.214 | 42.672 | -87 | -81 | -76 | -80 | -77 | -80 | -80 | -66 |
| F | 1723696431.149 | 33.963 | 25.466 | 42.672 | -83 | -82 | -77 | -77 | -78 | -79 | -76 | -62 |
| G | 1723696682.148 | 77.267 | 30.721 | 42.672 | -67 | -81 | -78 | -73 | -67 | -86 | -66 | -65 |
| H | 1723696688.142 | 63.681 | 58.177 | 42.672 | -87 | -77 | -100 | -78 | -71 | -69 | -68 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696535.174
- **Target RSSI fingerprint:** [-77, -78, -79, -76, -74, -77, -75, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
21.227146018281818,
47.043490409851074,
42.672000000000004
] | 8 |
35,856 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724126693.142 | 138.401 | 43.739 | 42.672 | -100 | -80 | -86 | -100 | -74 | -79 | -80 | -91 |
| B | 1724127163.153 | 118.872 | 29.739 | 42.672 | -100 | -87 | -92 | -100 | -87 | -83 | -85 | -100 |
| C | 1724126615.130 | 35.662 | 53.559 | 42.672 | -71 | -82 | -73 | -83 | -100 | -79 | -76 | -77 |
| D | 1724126916.169 | 41.605 | 59.465 | 42.672 | -80 | -85 | -82 | -71 | -80 | -83 | -87 | -65 |
| E | 1724126804.148 | 81.512 | 12.939 | 42.672 | -100 | -100 | -87 | -77 | -87 | -76 | -62 | -62 |
| F | 1724126656.130 | 57.738 | 70.572 | 42.672 | -74 | -84 | -85 | -81 | -75 | -81 | -81 | -66 |
| G | 1724127170.123 | 87.456 | 15.128 | 42.672 | -100 | -86 | -90 | -80 | -90 | -88 | -80 | -62 |
| H | 1724126668.127 | 79.814 | 62.397 | 42.672 | -75 | -80 | -73 | -83 | -79 | -76 | -72 | -74 |
| I | 1724126641.159 | 34.813 | 40.276 | 42.672 | -77 | -60 | -81 | -72 | -78 | -100 | -47 | -65 |
| J | 1724126828.123 | 28.869 | 53.931 | 42.672 | -100 | -100 | -100 | -67 | -79 | -77 | -71 | -62 |
| K | 1724127100.151 | 43.303 | 60.977 | 42.672 | -78 | -85 | -87 | -74 | -77 | -82 | -84 | -64 |
| L | 1724126904.145 | 95.098 | 86.602 | 42.672 | -73 | -86 | -89 | -100 | -79 | -82 | -85 | -75 |
| M | 1724126725.144 | 73.870 | 76.318 | 42.672 | -71 | -83 | -100 | -100 | -77 | -77 | -75 | -60 |
| N | 1724126815.153 | 55.191 | 0.066 | 42.672 | -100 | -100 | -100 | -71 | -100 | -80 | -78 | -61 |
| O | 1724127120.144 | 45.002 | 29.221 | 42.672 | -88 | -100 | -85 | -82 | -100 | -100 | -64 | -83 |
| P | 1724126674.127 | 92.550 | 34.423 | 42.672 | -92 | -83 | -74 | -86 | -85 | -74 | -77 | -83 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724126774.137
- **Target RSSI fingerprint:** [-100, -85, -82, -100, -80, -82, -78, -85]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
129.91015916588887,
72.35010147094727,
42.672000000000004
] | 16 |
25,140 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939328.142 | 6.793 | 53.082 | 42.672 | -73 | -64 | -67 | -66 | -73 | -71 | -57 | -70 |
| B | 1725939343.170 | 20.378 | 119.778 | 42.672 | -71 | -100 | -100 | -68 | -81 | -100 | -65 | -67 |
| C | 1725939466.160 | 108.681 | 43.633 | 42.672 | -76 | -71 | -78 | -68 | -73 | -73 | -82 | -62 |
| D | 1725939499.148 | 56.888 | 24.670 | 42.672 | -80 | -79 | -77 | -79 | -71 | -78 | -82 | -67 |
| E | 1725939559.147 | 50.944 | 100.098 | 42.672 | -80 | -81 | -79 | -76 | -76 | -76 | -84 | -67 |
| F | 1725939540.134 | 17.830 | 102.872 | 42.672 | -63 | -77 | -65 | -67 | -72 | -75 | -59 | -64 |
| G | 1725939418.155 | 5.943 | 48.530 | 42.672 | -76 | -75 | -75 | -77 | -74 | -73 | -79 | -63 |
| H | 1725939119.149 | 46.699 | 14.571 | 42.672 | -100 | -87 | -100 | -100 | -100 | -84 | -90 | -98 |
| I | 1725939893.148 | 56.038 | 11.612 | 42.672 | -75 | -76 | -72 | -77 | -77 | -74 | -76 | -82 |
| J | 1725939347.173 | 22.076 | 119.619 | 42.672 | -82 | -80 | -77 | -80 | -83 | -74 | -73 | -80 |
| K | 1725939729.161 | 3.396 | 37.369 | 42.672 | -73 | -67 | -68 | -67 | -70 | -68 | -71 | -74 |
| L | 1725939697.149 | 57.737 | 47.601 | 42.672 | -74 | -79 | -78 | -100 | -74 | -78 | -81 | -60 |
| M | 1725939734.152 | 8.491 | 62.265 | 42.672 | -76 | -77 | -72 | -71 | -72 | -74 | -60 | -70 |
| N | 1725939516.148 | 8.491 | 20.264 | 42.672 | -79 | -71 | -66 | -72 | -74 | -70 | -84 | -80 |
| O | 1725939478.148 | 81.511 | 65.967 | 42.672 | -80 | -77 | -76 | -79 | -76 | -76 | -83 | -69 |
| P | 1725939676.139 | 96.794 | 55.523 | 42.672 | -78 | -78 | -75 | -78 | -76 | -77 | -81 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939294.142
- **Target RSSI fingerprint:** [-72, -68, -76, -73, -72, -72, -78, -58]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
56.88755739500746,
41.16471290588379,
42.672000000000004
] | 16 |
3,012 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722999919.163 | 73.868 | 96.210 | 42.672 | -89 | -81 | -85 | -81 | -87 | -87 | -68 | -77 |
| B | 1722999720.145 | 139.246 | 60.699 | 42.672 | -86 | -80 | -77 | -80 | -78 | -83 | -75 | -71 |
| C | 1722999740.145 | 112.925 | 13.310 | 42.672 | -86 | -89 | -86 | -82 | -82 | -82 | -84 | -78 |
| D | 1722999716.149 | 138.397 | 81.016 | 42.672 | -80 | -77 | -74 | -79 | -85 | -84 | -73 | -61 |
| E | 1722999727.128 | 140.095 | 25.360 | 42.672 | -75 | -100 | -82 | -82 | -70 | -69 | -73 | -79 |
| F | 1722999509.144 | 136.699 | 14.372 | 42.672 | -83 | -85 | -82 | -84 | -80 | -81 | -89 | -81 |
| G | 1722999598.145 | 61.132 | 11.811 | 42.672 | -87 | -82 | -84 | -78 | -84 | -88 | -70 | -70 |
| H | 1722999385.132 | 70.472 | 2.389 | 42.672 | -95 | -100 | -102 | -94 | -91 | -92 | -91 | -90 |
| I | 1722999572.138 | 5.094 | 70.784 | 42.672 | -86 | -85 | -83 | -87 | -86 | -88 | -75 | -100 |
| J | 1722999884.125 | 13.585 | 47.097 | 42.672 | -85 | -78 | -85 | -82 | -86 | -80 | -88 | -77 |
| K | 1722999811.136 | 19.528 | 13.270 | 42.672 | -88 | -86 | -90 | -86 | -82 | -85 | -74 | -72 |
| L | 1722999734.137 | 138.397 | 14.770 | 42.672 | -83 | -83 | -80 | -81 | -83 | -77 | -87 | -81 |
| M | 1722999580.142 | 15.283 | 33.202 | 42.672 | -84 | -79 | -83 | -100 | -88 | -82 | -69 | -67 |
| N | 1722999642.162 | 96.793 | 48.251 | 42.672 | -76 | -81 | -82 | -77 | -72 | -78 | -82 | -65 |
| O | 1722999502.141 | 140.944 | 19.255 | 42.672 | -78 | -82 | -81 | -80 | -71 | -70 | -75 | -81 |
| P | 1722999659.135 | 13.585 | 45.849 | 42.672 | -86 | -77 | -83 | -84 | -88 | -81 | -87 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723000175.134
- **Target RSSI fingerprint:** [-84, -82, -82, -73, -80, -81, -70, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
108.67996515924432,
55.50999164581299,
42.672000000000004
] | 16 |
18,782 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723010056.153 | 84.057 | 42.558 | 60.960 | -77 | -78 | -77 | -80 | -68 | -68 | -74 | -78 |
| B | 1723010225.156 | 112.925 | 87.067 | 60.960 | -83 | -85 | -77 | -70 | -71 | -80 | -84 | -74 |
| C | 1723009961.128 | 24.623 | 44.442 | 60.960 | -88 | -86 | -82 | -90 | -78 | -80 | -84 | -78 |
| D | 1723010010.156 | 132.454 | 86.324 | 60.960 | -83 | -83 | -81 | -73 | -67 | -80 | -74 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010343.142
- **Target RSSI fingerprint:** [-84, -80, -76, -79, -82, -75, -78, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
67.07591498376267,
8.22763442993164,
60.96
] | 4 |
33,319 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691474.146 | 153.685 | 2.574 | 51.816 | -100 | -84 | -82 | -82 | -80 | -82 | -79 | -76 |
| B | 1723691765.148 | 202.932 | 140.188 | 51.816 | -75 | -85 | -81 | -87 | -80 | -82 | -84 | -83 |
| C | 1723691476.136 | 149.439 | 9.329 | 51.816 | -78 | -79 | -83 | -79 | -83 | -78 | -69 | -68 |
| D | 1723691780.148 | 148.590 | 90.106 | 51.816 | -79 | -86 | -77 | -87 | -78 | -72 | -77 | -77 |
| E | 1723691806.134 | 140.948 | 44.801 | 51.816 | -100 | -85 | -100 | -82 | -79 | -84 | -81 | -82 |
| F | 1723691302.193 | 151.137 | 99.647 | 51.816 | -73 | -84 | -100 | -80 | -84 | -78 | -78 | -78 |
| G | 1723691098.133 | 1.698 | 75.800 | 51.816 | -82 | -94 | -100 | -95 | -100 | -101 | -100 | -99 |
| H | 1723691540.145 | 224.159 | 88.208 | 51.816 | -77 | -80 | -80 | -76 | -74 | -80 | -75 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691260.325
- **Target RSSI fingerprint:** [-100, -82, -100, -100, -100, -82, -74, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
113.77751203693848,
33.10959339141846,
51.816
] | 8 |
39,075 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723698246.165 | 67.927 | 47.296 | 51.816 | -76 | -76 | -76 | -75 | -76 | -64 | -71 | -68 |
| B | 1723698297.151 | 76.418 | 21.379 | 51.816 | -100 | -72 | -77 | -76 | -70 | -70 | -69 | -68 |
| C | 1723698165.135 | 38.209 | 30.283 | 51.816 | -77 | -100 | -80 | -82 | -76 | -79 | -75 | -66 |
| D | 1723698068.137 | 72.172 | 39.625 | 51.816 | -78 | -74 | -79 | -78 | -78 | -71 | -72 | -69 |
| E | 1723698218.181 | 123.117 | 48.570 | 51.816 | -79 | -73 | -73 | -74 | -77 | -79 | -74 | -100 |
| F | 1723698002.152 | 19.529 | 46.207 | 51.816 | -77 | -75 | -77 | -100 | -76 | -65 | -74 | -64 |
| G | 1723698386.145 | 100.192 | 84.625 | 51.816 | -81 | -77 | -71 | -72 | -78 | -80 | -78 | -76 |
| H | 1723698406.145 | 99.343 | 31.132 | 51.816 | -76 | -100 | -77 | -67 | -80 | -72 | -75 | -63 |
| I | 1723698244.147 | 72.172 | 38.895 | 51.816 | -81 | -74 | -77 | -78 | -76 | -68 | -70 | -69 |
| J | 1723698172.145 | 27.171 | 25.187 | 51.816 | -78 | -83 | -82 | -80 | -79 | -76 | -76 | -68 |
| K | 1723697966.224 | 116.325 | 60.725 | 51.816 | -77 | -77 | -73 | -76 | -66 | -80 | -67 | -70 |
| L | 1723697795.138 | 2.547 | 61.203 | 51.816 | -100 | -95 | -100 | -100 | -100 | -90 | -97 | -70 |
| M | 1723698387.145 | 102.739 | 79.702 | 51.816 | -77 | -77 | -71 | -70 | -76 | -79 | -77 | -76 |
| N | 1723698149.169 | 108.683 | 64.839 | 51.816 | -71 | -72 | -77 | -73 | -75 | -100 | -75 | -72 |
| O | 1723698230.137 | 101.041 | 32.658 | 51.816 | -78 | -81 | -82 | -72 | -78 | -73 | -73 | -68 |
| P | 1723697941.173 | 48.398 | 5.919 | 51.816 | -81 | -74 | -79 | -79 | -76 | -75 | -72 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698089.141
- **Target RSSI fingerprint:** [-100, -77, -84, -80, -79, -80, -76, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
20.378060262172568,
51.98007106781006,
51.816
] | 16 |
4,282 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723004465.148 | 51.793 | 12.355 | 60.960 | -83 | -100 | -75 | -74 | -76 | -76 | -72 | -57 |
| B | 1723004524.149 | 11.038 | 43.288 | 60.960 | -71 | -74 | -72 | -72 | -68 | -87 | -87 | -65 |
| C | 1723005118.152 | 80.661 | 2.933 | 60.960 | -100 | -100 | -86 | -95 | -93 | -100 | -92 | -80 |
| D | 1723004409.150 | 67.925 | 75.376 | 60.960 | -83 | -80 | -88 | -83 | -84 | -78 | -76 | -70 |
| E | 1723004985.137 | 22.925 | 88.925 | 60.960 | -86 | -81 | -83 | -89 | -87 | -77 | -69 | -79 |
| F | 1723004338.150 | 93.397 | 36.878 | 60.960 | -75 | -81 | -84 | -78 | -83 | -68 | -74 | -76 |
| G | 1723004721.153 | 115.472 | 49.844 | 60.960 | -80 | -69 | -73 | -72 | -74 | -76 | -81 | -61 |
| H | 1723004772.132 | 55.189 | 89.986 | 60.960 | -82 | -84 | -86 | -84 | -85 | -77 | -72 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004839.142
- **Target RSSI fingerprint:** [-85, -77, -84, -84, -86, -78, -75, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
72.17028828800957,
48.37052822113037,
60.96
] | 8 |
18,623 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723006279.154 | 148.586 | 34.609 | 42.672 | -82 | -81 | -74 | -85 | -69 | -67 | -78 | -76 |
| B | 1723006405.144 | 150.284 | 23.727 | 42.672 | -85 | -84 | -86 | -86 | -88 | -78 | -76 | -81 |
| C | 1723006567.168 | 2.547 | 78.773 | 42.672 | -80 | -84 | -87 | -78 | -85 | -78 | -74 | -81 |
| D | 1723006334.151 | 45.849 | 82.913 | 42.672 | -80 | -78 | -100 | -82 | -82 | -73 | -77 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006790.147
- **Target RSSI fingerprint:** [-85, -78, -85, -77, -91, -80, -78, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
6.792497709414285,
79.55591678619385,
42.672000000000004
] | 4 |
28,197 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939278.140 | 71.322 | 75.124 | 42.672 | -79 | -78 | -79 | -75 | -84 | -74 | -78 | -66 |
| B | 1725939216.154 | 47.548 | 16.747 | 42.672 | -100 | -100 | -65 | -100 | -69 | -71 | -100 | -100 |
| C | 1725939387.151 | 99.341 | 25.970 | 42.672 | -78 | -77 | -77 | -85 | -85 | -73 | -82 | -71 |
| D | 1725939778.157 | 77.265 | 67.692 | 42.672 | -78 | -78 | -77 | -75 | -85 | -78 | -73 | -64 |
| E | 1725939760.141 | 35.661 | 110.755 | 42.672 | -80 | -78 | -79 | -76 | -82 | -76 | -74 | -72 |
| F | 1725939338.137 | 16.981 | 102.514 | 42.672 | -75 | -77 | -79 | -76 | -65 | -76 | -69 | -69 |
| G | 1725939541.158 | 18.679 | 108.207 | 42.672 | -71 | -74 | -77 | -77 | -63 | -75 | -71 | -67 |
| H | 1725939543.158 | 20.378 | 119.447 | 42.672 | -78 | -74 | -81 | -78 | -66 | -80 | -70 | -68 |
| I | 1725939877.151 | 75.567 | 11.399 | 42.672 | -71 | -63 | -64 | -74 | -81 | -72 | -70 | -76 |
| J | 1725939425.182 | 1.698 | 24.152 | 42.672 | -81 | -75 | -71 | -74 | -72 | -70 | -80 | -77 |
| K | 1725939423.149 | 0.849 | 24.630 | 42.672 | -79 | -72 | -75 | -75 | -76 | -75 | -77 | -75 |
| L | 1725939391.145 | 86.605 | 32.672 | 42.672 | -76 | -67 | -76 | -71 | -81 | -78 | -72 | -63 |
| M | 1725939608.142 | 17.830 | 62.172 | 42.672 | -75 | -75 | -75 | -72 | -69 | -72 | -75 | -66 |
| N | 1725939462.145 | 106.983 | 30.203 | 42.672 | -75 | -100 | -100 | -73 | -100 | -100 | -67 | -61 |
| O | 1725939334.144 | 12.736 | 82.674 | 42.672 | -76 | -77 | -77 | -73 | -60 | -74 | -71 | -66 |
| P | 1725939699.156 | 56.888 | 37.449 | 42.672 | -77 | -77 | -79 | -70 | -81 | -75 | -76 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939300.144
- **Target RSSI fingerprint:** [-79, -76, -72, -75, -78, -75, -76, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
51.793149270081415,
15.300745964050293,
42.672000000000004
] | 16 |
9,058 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723010148.154 | 150.284 | 24.404 | 60.960 | -81 | -89 | -90 | -92 | -87 | -82 | -77 | -74 |
| B | 1723010092.143 | 0.849 | 82.077 | 60.960 | -83 | -77 | -78 | -77 | -78 | -74 | -70 | -82 |
| C | 1723010015.158 | 140.095 | 60.261 | 60.960 | -71 | -80 | -77 | -72 | -79 | -77 | -75 | -78 |
| D | 1723009952.166 | 43.302 | 43.407 | 60.960 | -79 | -81 | -80 | -84 | -77 | -70 | -71 | -65 |
| E | 1723009888.147 | 47.547 | 6.423 | 60.960 | -100 | -83 | -78 | -83 | -85 | -87 | -78 | -70 |
| F | 1723010027.172 | 159.624 | 8.612 | 60.960 | -71 | -69 | -71 | -71 | -72 | -74 | -77 | -63 |
| G | 1723009958.146 | 25.472 | 42.187 | 60.960 | -84 | -85 | -82 | -87 | -75 | -72 | -71 | -66 |
| H | 1723010020.156 | 148.586 | 34.423 | 60.960 | -70 | -80 | -75 | -69 | -81 | -81 | -77 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723009867.169
- **Target RSSI fingerprint:** [-82, -76, -76, -77, -78, -72, -74, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
5.0943732899060254,
77.12743759155273,
60.96
] | 8 |
1,062 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723009835.140 | 78.114 | 58.602 | 60.960 | -83 | -83 | -85 | -75 | -83 | -74 | -69 | -81 |
| B | 1723009871.148 | 16.132 | 58.987 | 60.960 | -75 | -75 | -85 | -81 | -71 | -69 | -72 | -77 |
| C | 1723010236.152 | 131.605 | 81.347 | 60.960 | -74 | -81 | -74 | -67 | -79 | -73 | -78 | -76 |
| D | 1723010201.142 | 1.698 | 82.316 | 60.960 | -84 | -79 | -85 | -75 | -91 | -86 | -79 | -78 |
| E | 1723010192.160 | 11.038 | 64.162 | 60.960 | -78 | -76 | -87 | -84 | -74 | -74 | -69 | -76 |
| F | 1723010120.179 | 70.472 | 9.276 | 60.960 | -79 | -76 | -83 | -80 | -80 | -78 | -75 | -68 |
| G | 1723010309.163 | 5.943 | 81.971 | 60.960 | -100 | -100 | -84 | -82 | -80 | -75 | -71 | -79 |
| H | 1723009936.151 | 122.265 | 46.340 | 60.960 | -100 | -100 | -67 | -75 | -70 | -68 | -85 | -63 |
| I | 1723010126.145 | 98.491 | 11.028 | 60.960 | -77 | -76 | -89 | -80 | -85 | -85 | -74 | -69 |
| J | 1723010432.155 | 35.661 | 84.745 | 60.960 | -70 | -73 | -85 | -82 | -88 | -81 | -71 | -82 |
| K | 1723010452.142 | 130.756 | 88.221 | 60.960 | -72 | -79 | -88 | -76 | -87 | -87 | -79 | -80 |
| L | 1723009630.159 | 207.171 | 4.220 | 60.960 | -95 | -96 | -95 | -88 | -89 | -91 | -100 | -85 |
| M | 1723010031.165 | 157.926 | 8.652 | 60.960 | -84 | -84 | -76 | -100 | -73 | -75 | -78 | -67 |
| N | 1723010283.147 | 83.208 | 46.340 | 60.960 | -91 | -84 | -83 | -76 | -87 | -80 | -70 | -81 |
| O | 1723010194.135 | 5.943 | 73.014 | 60.960 | -79 | -77 | -80 | -86 | -82 | -75 | -66 | -84 |
| P | 1723010041.158 | 106.133 | 7.246 | 60.960 | -100 | -100 | -72 | -78 | -74 | -70 | -78 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723009912.148
- **Target RSSI fingerprint:** [-76, -77, -82, -100, -83, -83, -81, -59]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
151.98213648219644,
9.050397872924805,
60.96
] | 16 |
28,069 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939807.149 | 53.491 | 48.490 | 42.672 | -100 | -100 | -100 | -68 | -100 | -100 | -74 | -61 |
| B | 1725939782.146 | 90.850 | 53.546 | 42.672 | -75 | -78 | -82 | -76 | -79 | -80 | -77 | -62 |
| C | 1725939334.144 | 12.736 | 82.674 | 42.672 | -76 | -78 | -77 | -73 | -74 | -77 | -71 | -66 |
| D | 1725939306.140 | 48.397 | 13.854 | 42.672 | -86 | -74 | -73 | -81 | -73 | -72 | -76 | -77 |
| E | 1725939725.170 | 0.000 | 21.511 | 42.672 | -83 | -76 | -73 | -80 | -74 | -68 | -82 | -83 |
| F | 1725939514.144 | 18.679 | 18.963 | 42.672 | -79 | -76 | -77 | -73 | -74 | -70 | -74 | -78 |
| G | 1725939559.147 | 50.944 | 100.098 | 42.672 | -80 | -79 | -81 | -76 | -76 | -79 | -76 | -67 |
| H | 1725939742.151 | 11.038 | 75.296 | 42.672 | -77 | -78 | -79 | -72 | -75 | -77 | -71 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939386.149
- **Target RSSI fingerprint:** [-72, -73, -80, -75, -76, -78, -77, -57]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
101.03909447769982,
25.57201862335205,
42.672000000000004
] | 8 |
27,244 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725937841.148 | 98.492 | 42.001 | 30.480 | -75 | -80 | -80 | -73 | -71 | -73 | -77 | -70 |
| B | 1725938212.158 | 27.170 | 55.364 | 30.480 | -64 | -64 | -63 | -64 | -62 | -63 | -59 | -61 |
| C | 1725938134.148 | 9.340 | 78.600 | 30.480 | -69 | -78 | -73 | -76 | -64 | -64 | -59 | -46 |
| D | 1725938035.130 | 81.511 | 4.565 | 30.480 | -82 | -81 | -82 | -80 | -100 | -80 | -66 | -77 |
| E | 1725937754.148 | 63.680 | 35.857 | 30.480 | -100 | -85 | -100 | -83 | -60 | -81 | -74 | -76 |
| F | 1725938246.164 | 41.604 | 15.221 | 30.480 | -82 | -83 | -80 | -82 | -100 | -77 | -63 | -73 |
| G | 1725938213.142 | 22.925 | 57.620 | 30.480 | -63 | -63 | -64 | -64 | -62 | -62 | -58 | -58 |
| H | 1725937920.174 | 17.830 | 120.614 | 30.480 | -66 | -68 | -70 | -69 | -70 | -68 | -65 | -52 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725938172.143
- **Target RSSI fingerprint:** [-80, -82, -88, -84, -70, -81, -75, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
85.7558686635332,
66.41824245452881,
30.48
] | 8 |
7,769 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008467.153 | 12.736 | 63.286 | 51.816 | -74 | -78 | -70 | -74 | -72 | -71 | -67 | -74 |
| B | 1723008582.147 | 45.849 | 85.820 | 51.816 | -86 | -84 | -86 | -74 | -71 | -78 | -76 | -85 |
| C | 1723008433.142 | 75.567 | 63.777 | 51.816 | -86 | -83 | -82 | -85 | -82 | -78 | -69 | -79 |
| D | 1723008279.176 | 127.359 | 8.480 | 51.816 | -87 | -87 | -79 | -73 | -72 | -82 | -82 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008501.154
- **Target RSSI fingerprint:** [-85, -82, -82, -73, -73, -81, -81, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
118.01964720858759,
10.151839256286621,
51.816
] | 4 |
29,596 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723689989.150 | 235.197 | 86.961 | 42.672 | -86 | -100 | -81 | -85 | -74 | -100 | -71 | -85 |
| B | 1723689883.141 | 230.102 | 82.874 | 42.672 | -82 | -100 | -83 | -100 | -81 | -100 | -82 | -100 |
| C | 1723689678.124 | 213.121 | 63.910 | 42.672 | -89 | -90 | -87 | -100 | -86 | -84 | -78 | -81 |
| D | 1723689702.130 | 211.422 | 134.495 | 42.672 | -83 | -84 | -88 | -71 | -82 | -68 | -78 | -74 |
| E | 1723690023.151 | 141.797 | 28.014 | 42.672 | -85 | -87 | -86 | -100 | -79 | -79 | -84 | -68 |
| F | 1723690093.149 | 226.706 | 98.904 | 42.672 | -84 | -77 | -81 | -78 | -79 | -73 | -87 | -75 |
| G | 1723689953.147 | 155.383 | 49.618 | 42.672 | -83 | -79 | -75 | -100 | -100 | -85 | -74 | -72 |
| H | 1723689696.139 | 225.008 | 108.525 | 42.672 | -80 | -75 | -100 | -71 | -68 | -69 | -100 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723690332.156
- **Target RSSI fingerprint:** [-104, -105, -95, -104, -100, -100, -92, -98]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
5.09451538742231,
68.93961429595947,
42.672000000000004
] | 8 |
25,647 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725943293.169 | 5.943 | 48.490 | 60.960 | -76 | -81 | -67 | -70 | -76 | -75 | -74 | -66 |
| B | 1725943214.146 | 14.434 | 94.286 | 60.960 | -77 | -64 | -76 | -74 | -78 | -76 | -73 | -74 |
| C | 1725943440.132 | 68.775 | 75.163 | 60.960 | -77 | -85 | -76 | -68 | -79 | -79 | -80 | -67 |
| D | 1725943310.142 | 22.076 | 16.137 | 60.960 | -79 | -79 | -70 | -80 | -76 | -70 | -73 | -72 |
| E | 1725943524.162 | 78.114 | 7.352 | 60.960 | -82 | -76 | -72 | -81 | -72 | -72 | -74 | -70 |
| F | 1725943354.133 | 81.511 | 58.496 | 60.960 | -80 | -78 | -78 | -78 | -67 | -73 | -77 | -79 |
| G | 1725943155.163 | 72.171 | 67.347 | 60.960 | -84 | -84 | -100 | -79 | -71 | -77 | -77 | -79 |
| H | 1725943005.185 | 5.094 | 49.857 | 60.960 | -71 | -65 | -74 | -71 | -77 | -77 | -71 | -71 |
| I | 1725943418.153 | 16.132 | 106.176 | 60.960 | -75 | -63 | -76 | -73 | -77 | -78 | -78 | -74 |
| J | 1725943212.160 | 12.736 | 84.745 | 60.960 | -74 | -68 | -76 | -71 | -79 | -77 | -70 | -72 |
| K | 1725943083.175 | 16.981 | 58.655 | 60.960 | -74 | -70 | -73 | -74 | -75 | -78 | -79 | -73 |
| L | 1725943318.149 | 61.133 | 9.289 | 60.960 | -77 | -86 | -70 | -84 | -74 | -71 | -71 | -70 |
| M | 1725943484.169 | 22.076 | 57.036 | 60.960 | -74 | -77 | -76 | -72 | -74 | -69 | -71 | -71 |
| N | 1725943066.140 | 92.548 | 22.387 | 60.960 | -76 | -85 | -76 | -78 | -76 | -72 | -76 | -71 |
| O | 1725943642.165 | 33.963 | 6.224 | 60.960 | -100 | -83 | -89 | -100 | -87 | -100 | -81 | -100 |
| P | 1725943434.166 | 45.001 | 94.180 | 60.960 | -76 | -75 | -77 | -69 | -79 | -74 | -81 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943194.151
- **Target RSSI fingerprint:** [-73, -84, -77, -75, -74, -65, -71, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
0.849067992192817,
17.7424955368042,
60.96
] | 16 |
15,743 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723010387.137 | 108.680 | 43.553 | 60.960 | -100 | -73 | -85 | -90 | -81 | -74 | -84 | -69 |
| B | 1723010440.143 | 75.567 | 86.443 | 60.960 | -77 | -85 | -77 | -71 | -74 | -83 | -76 | -82 |
| C | 1723009911.158 | 148.586 | 8.679 | 60.960 | -84 | -85 | -78 | -77 | -100 | -85 | -80 | -60 |
| D | 1723009891.152 | 55.189 | 6.861 | 60.960 | -71 | -75 | -74 | -80 | -68 | -72 | -71 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010009.156
- **Target RSSI fingerprint:** [-81, -79, -81, -75, -78, -73, -85, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
130.755581107588,
88.47361087799072,
60.96
] | 4 |
24,734 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939765.142 | 53.491 | 93.490 | 42.672 | -100 | -74 | -73 | -78 | -100 | -100 | -100 | -65 |
| B | 1725939315.154 | 4.245 | 22.347 | 42.672 | -61 | -73 | -70 | -78 | -68 | -64 | -60 | -77 |
| C | 1725939537.140 | 14.434 | 86.457 | 42.672 | -80 | -75 | -70 | -56 | -77 | -79 | -79 | -66 |
| D | 1725939436.171 | 33.114 | 19.335 | 42.672 | -75 | -100 | -77 | -80 | -78 | -78 | -74 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939510.143
- **Target RSSI fingerprint:** [-77, -71, -76, -83, -77, -74, -72, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
39.05712895776632,
14.769930839538574,
42.672000000000004
] | 4 |
12,777 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722839310.167 | 114.623 | 152.742 | 51.816 | -89 | -77 | -76 | -80 | -84 | -85 | -76 | -78 |
| B | 1722838838.155 | 73.019 | 176.496 | 51.816 | -85 | -79 | -86 | -75 | -81 | -86 | -81 | -75 |
| C | 1722838734.149 | 60.283 | 70.917 | 51.816 | -77 | -77 | -77 | -78 | -83 | -78 | -73 | -75 |
| D | 1722839343.176 | 69.623 | 62.318 | 51.816 | -88 | -83 | -90 | -79 | -72 | -72 | -75 | -85 |
| E | 1722839442.163 | 0.000 | 1.181 | 51.816 | -93 | -100 | -78 | -81 | -88 | -83 | -74 | -77 |
| F | 1722838933.165 | 70.472 | 63.432 | 51.816 | -93 | -87 | -93 | -79 | -75 | -71 | -75 | -87 |
| G | 1722838859.163 | 15.283 | 125.989 | 51.816 | -76 | -81 | -80 | -87 | -86 | -80 | -85 | -78 |
| H | 1722838930.174 | 78.963 | 70.147 | 51.816 | -85 | -81 | -82 | -77 | -73 | -69 | -69 | -79 |
| I | 1722838548.172 | 3.396 | 6.264 | 51.816 | -96 | -100 | -88 | -79 | -89 | -79 | -75 | -80 |
| J | 1722838878.150 | 55.189 | 103.920 | 51.816 | -76 | -73 | -81 | -84 | -84 | -81 | -82 | -77 |
| K | 1722838908.161 | 135.850 | 122.406 | 51.816 | -92 | -84 | -78 | -85 | -73 | -84 | -82 | -74 |
| L | 1722839156.164 | 22.925 | 109.666 | 51.816 | -78 | -85 | -76 | -89 | -88 | -85 | -80 | -74 |
| M | 1722838723.159 | 55.189 | 52.869 | 51.816 | -75 | -77 | -80 | -85 | -78 | -77 | -83 | -79 |
| N | 1722839148.154 | 52.642 | 79.689 | 51.816 | -89 | -87 | -84 | -81 | -83 | -82 | -72 | -70 |
| O | 1722838848.147 | 36.510 | 144.820 | 51.816 | -72 | -71 | -77 | -80 | -79 | -82 | -85 | -73 |
| P | 1722839214.175 | 137.548 | 118.478 | 51.816 | -93 | -77 | -90 | -87 | -79 | -86 | -73 | -85 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722838853.156
- **Target RSSI fingerprint:** [-69, -72, -72, -77, -83, -77, -84, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
18.67937622290761,
129.21367168426514,
51.816
] | 16 |
23,784 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939489.144 | 65.378 | 79.569 | 42.672 | -81 | -76 | -78 | -79 | -79 | -76 | -75 | -62 |
| B | 1725939353.176 | 41.604 | 105.553 | 42.672 | -80 | -78 | -74 | -75 | -75 | -76 | -75 | -71 |
| C | 1725939389.143 | 93.397 | 29.182 | 42.672 | -75 | -74 | -71 | -76 | -75 | -71 | -69 | -61 |
| D | 1725939805.146 | 61.982 | 44.482 | 42.672 | -77 | -74 | -69 | -77 | -74 | -72 | -76 | -64 |
| E | 1725939751.153 | 18.679 | 121.504 | 42.672 | -71 | -75 | -75 | -70 | -71 | -72 | -71 | -68 |
| F | 1725939290.142 | 60.284 | 62.119 | 42.672 | -71 | -77 | -78 | -75 | -76 | -75 | -77 | -61 |
| G | 1725939802.162 | 75.567 | 37.728 | 42.672 | -79 | -75 | -69 | -77 | -75 | -73 | -74 | -64 |
| H | 1725939362.148 | 70.473 | 78.839 | 42.672 | -86 | -74 | -75 | -77 | -76 | -79 | -76 | -65 |
| I | 1725939535.160 | 11.887 | 75.800 | 42.672 | -74 | -80 | -76 | -82 | -71 | -76 | -76 | -69 |
| J | 1725939359.154 | 60.284 | 88.487 | 42.672 | -79 | -74 | -77 | -80 | -75 | -79 | -76 | -66 |
| K | 1725939444.152 | 72.171 | 11.160 | 42.672 | -80 | -77 | -100 | -78 | -79 | -74 | -71 | -84 |
| L | 1725939514.144 | 18.679 | 18.963 | 42.672 | -78 | -76 | -73 | -77 | -74 | -70 | -74 | -78 |
| M | 1725939356.147 | 50.944 | 98.360 | 42.672 | -100 | -75 | -73 | -76 | -72 | -75 | -74 | -66 |
| N | 1725939848.137 | 47.548 | 17.424 | 42.672 | -68 | -73 | -100 | -72 | -72 | -74 | -60 | -76 |
| O | 1725939890.144 | 57.737 | 11.678 | 42.672 | -66 | -100 | -74 | -75 | -73 | -66 | -66 | -75 |
| P | 1725939502.151 | 54.340 | 14.916 | 42.672 | -71 | -79 | -71 | -77 | -79 | -79 | -71 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939553.159
- **Target RSSI fingerprint:** [-80, -77, -75, -77, -70, -73, -73, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
29.71738072873524,
117.9471206665039,
42.672000000000004
] | 16 |
1,357 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994551.230 | 72.170 | 116.527 | 51.816 | -80 | -86 | -83 | -86 | -85 | -71 | -85 | -78 |
| B | 1731994398.215 | 34.812 | 55.497 | 51.816 | -93 | -80 | -86 | -91 | -90 | -85 | -74 | -84 |
| C | 1731994929.233 | 66.227 | 4.485 | 51.816 | -82 | -76 | -96 | -97 | -96 | -98 | -90 | -95 |
| D | 1731994777.223 | 15.283 | 59.159 | 51.816 | -90 | -92 | -77 | -83 | -85 | -74 | -75 | -70 |
| E | 1731994639.222 | 83.208 | 31.703 | 51.816 | -92 | -87 | -84 | -73 | -77 | -75 | -72 | -81 |
| F | 1731994820.237 | 119.718 | 76.172 | 51.816 | -81 | -83 | -91 | -80 | -79 | -87 | -78 | -67 |
| G | 1731994333.210 | 122.265 | 69.696 | 51.816 | -96 | -91 | -84 | -84 | -85 | -88 | -82 | -77 |
| H | 1731994597.218 | 40.755 | 61.269 | 51.816 | -92 | -83 | -88 | -87 | -85 | -93 | -74 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994455.207
- **Target RSSI fingerprint:** [-93, -86, -84, -83, -76, -79, -74, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
62.83063185495808,
16.017346382141113,
51.816
] | 8 |
30,669 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724128976.141 | 34.813 | 45.013 | 51.816 | -100 | -100 | -79 | -82 | -77 | -82 | -65 | -79 |
| B | 1724128762.138 | 119.721 | 33.123 | 51.816 | -100 | -83 | -76 | -72 | -63 | -81 | -80 | -77 |
| C | 1724128918.161 | 105.287 | 62.716 | 51.816 | -78 | -81 | -84 | -78 | -81 | -80 | -83 | -70 |
| D | 1724128628.130 | 68.776 | 77.778 | 51.816 | -100 | -78 | -100 | -79 | -76 | -75 | -65 | -65 |
| E | 1724128989.136 | 10.189 | 105.009 | 51.816 | -100 | -83 | -79 | -80 | -82 | -81 | -66 | -78 |
| F | 1724128975.126 | 37.360 | 40.594 | 51.816 | -100 | -100 | -79 | -83 | -76 | -83 | -64 | -82 |
| G | 1724128583.136 | 98.494 | 22.719 | 51.816 | -83 | -84 | -78 | -81 | -82 | -84 | -76 | -80 |
| H | 1724128388.147 | 11.887 | 97.126 | 51.816 | -71 | -79 | -83 | -100 | -100 | -75 | -82 | -69 |
| I | 1724128675.132 | 122.268 | 87.638 | 51.816 | -100 | -79 | -68 | -72 | -80 | -77 | -75 | -67 |
| J | 1724128657.189 | 129.061 | 38.869 | 51.816 | -69 | -74 | -100 | -74 | -77 | -73 | -80 | -72 |
| K | 1724128832.142 | 98.494 | 23.767 | 51.816 | -64 | -100 | -100 | -86 | -81 | -70 | -100 | -63 |
| L | 1724128914.146 | 86.607 | 53.347 | 51.816 | -71 | -80 | -89 | -77 | -85 | -79 | -69 | -72 |
| M | 1724128891.170 | 31.416 | 53.307 | 51.816 | -100 | -82 | -84 | -83 | -84 | -81 | -82 | -78 |
| N | 1724128555.142 | 124.816 | 68.807 | 51.816 | -74 | -80 | -79 | -85 | -77 | -80 | -79 | -67 |
| O | 1724128528.139 | 39.907 | 42.492 | 51.816 | -78 | -78 | -84 | -86 | -80 | -73 | -81 | -68 |
| P | 1724128811.139 | 74.720 | 79.158 | 51.816 | -78 | -80 | -81 | -78 | -77 | -78 | -66 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128849.126
- **Target RSSI fingerprint:** [-82, -76, -74, -76, -82, -79, -100, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
142.64644864768633,
46.287078857421875,
51.816
] | 16 |
29,139 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724123058.143 | 23.774 | 25.227 | 60.960 | -73 | -68 | -67 | -81 | -75 | -61 | -75 | -100 |
| B | 1724123052.131 | 11.038 | 51.250 | 60.960 | -76 | -77 | -75 | -81 | -79 | -69 | -75 | -79 |
| C | 1724123522.155 | 101.890 | 69.218 | 60.960 | -83 | -82 | -74 | -74 | -77 | -81 | -76 | -70 |
| D | 1724123166.140 | 94.249 | 80.193 | 60.960 | -81 | -78 | -72 | -75 | -79 | -80 | -75 | -73 |
| E | 1724123105.132 | 100.192 | 61.336 | 60.960 | -84 | -83 | -76 | -77 | -76 | -84 | -78 | -62 |
| F | 1724123229.118 | 14.434 | 34.675 | 60.960 | -77 | -72 | -78 | -81 | -78 | -71 | -74 | -76 |
| G | 1724123221.178 | 10.189 | 42.611 | 60.960 | -83 | -82 | -84 | -80 | -80 | -81 | -76 | -66 |
| H | 1724123457.131 | 101.041 | 61.203 | 60.960 | -83 | -85 | -81 | -80 | -80 | -82 | -80 | -71 |
| I | 1724123290.125 | 59.436 | 39.957 | 60.960 | -82 | -82 | -78 | -67 | -78 | -81 | -80 | -64 |
| J | 1724123505.125 | 60.285 | 71.912 | 60.960 | -82 | -83 | -82 | -77 | -76 | -82 | -80 | -67 |
| K | 1724123421.161 | 32.265 | 2.760 | 60.960 | -79 | -81 | -80 | -87 | -77 | -78 | -79 | -75 |
| L | 1724123248.138 | 48.398 | 12.156 | 60.960 | -77 | -76 | -81 | -79 | -76 | -76 | -73 | -67 |
| M | 1724123568.161 | 33.963 | 58.469 | 60.960 | -81 | -74 | -78 | -65 | -76 | -83 | -73 | -63 |
| N | 1724123695.145 | 4.245 | 55.444 | 60.960 | -92 | -100 | -100 | -100 | -96 | -84 | -82 | -90 |
| O | 1724123459.125 | 96.796 | 58.098 | 60.960 | -84 | -85 | -78 | -72 | -76 | -82 | -74 | -61 |
| P | 1724123483.123 | 18.680 | 23.409 | 60.960 | -78 | -79 | -78 | -84 | -76 | -72 | -85 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123325.136
- **Target RSSI fingerprint:** [-80, -80, -80, -76, -75, -81, -73, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
45.00154946107291,
62.21153259277344,
60.96
] | 16 |
25,031 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939597.150 | 68.775 | 40.050 | 42.672 | -72 | -75 | -100 | -100 | -69 | -72 | -78 | -62 |
| B | 1725939847.137 | 44.152 | 18.141 | 42.672 | -81 | -77 | -72 | -73 | -100 | -72 | -86 | -76 |
| C | 1725939556.152 | 39.057 | 109.985 | 42.672 | -81 | -81 | -79 | -77 | -76 | -76 | -71 | -71 |
| D | 1725939625.165 | 0.849 | 28.146 | 42.672 | -73 | -78 | -67 | -74 | -72 | -74 | -80 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939611.171
- **Target RSSI fingerprint:** [-66, -66, -64, -64, -68, -72, -70, -62]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
8.490680208210069,
67.97087669372559,
42.672000000000004
] | 4 |
16,651 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731999972.256 | 54.340 | 93.875 | 42.672 | -83 | -87 | -86 | -100 | -87 | -82 | -79 | -72 |
| B | 1731999887.224 | 32.264 | 132.438 | 42.672 | -88 | -81 | -90 | -89 | -90 | -76 | -91 | -78 |
| C | 1731999568.224 | 33.113 | 120.230 | 42.672 | -89 | -87 | -91 | -76 | -80 | -80 | -79 | -78 |
| D | 1732000095.223 | 36.510 | 124.901 | 42.672 | -89 | -83 | -92 | -92 | -91 | -75 | -91 | -76 |
| E | 1732000275.232 | 5.943 | 0.000 | 42.672 | -91 | -93 | -83 | -87 | -88 | -89 | -88 | -84 |
| F | 1732000045.234 | 136.699 | 128.563 | 42.672 | -86 | -89 | -81 | -82 | -77 | -80 | -85 | -80 |
| G | 1731999695.233 | 49.246 | 102.845 | 42.672 | -85 | -88 | -90 | -87 | -82 | -89 | -84 | -79 |
| H | 1731999862.234 | 101.038 | 201.020 | 42.672 | -89 | -92 | -88 | -76 | -83 | -86 | -73 | -86 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731999713.220
- **Target RSSI fingerprint:** [-90, -91, -91, -81, -83, -83, -87, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
91.69875939003937,
137.29533195495605,
42.672000000000004
] | 8 |
9,798 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722839226.187 | 120.567 | 145.974 | 51.816 | -86 | -88 | -93 | -78 | -83 | -80 | -85 | -72 |
| B | 1722839334.173 | 101.038 | 87.876 | 51.816 | -80 | -77 | -88 | -86 | -74 | -75 | -84 | -82 |
| C | 1722838786.161 | 97.642 | 99.554 | 51.816 | -84 | -82 | -76 | -80 | -77 | -73 | -68 | -71 |
| D | 1722839260.182 | 28.019 | 137.083 | 51.816 | -78 | -77 | -70 | -73 | -79 | -83 | -71 | -70 |
| E | 1722839056.165 | 28.868 | 136.884 | 51.816 | -84 | -73 | -71 | -72 | -73 | -77 | -72 | -71 |
| F | 1722838891.156 | 105.284 | 144.992 | 51.816 | -87 | -86 | -84 | -81 | -86 | -77 | -69 | -79 |
| G | 1722838762.155 | 39.057 | 151.375 | 51.816 | -81 | -86 | -70 | -89 | -85 | -76 | -69 | -91 |
| H | 1722838838.155 | 73.019 | 176.496 | 51.816 | -81 | -75 | -85 | -86 | -86 | -81 | -79 | -75 |
| I | 1722839255.157 | 46.698 | 152.968 | 51.816 | -84 | -79 | -77 | -76 | -83 | -74 | -74 | -72 |
| J | 1722839269.182 | 15.283 | 124.688 | 51.816 | -86 | -87 | -82 | -79 | -82 | -86 | -83 | -77 |
| K | 1722838901.161 | 118.020 | 150.831 | 51.816 | -72 | -82 | -90 | -73 | -75 | -71 | -84 | -71 |
| L | 1722838888.157 | 93.397 | 135.398 | 51.816 | -77 | -80 | -76 | -77 | -82 | -77 | -67 | -72 |
| M | 1722838954.197 | 14.434 | 122.632 | 51.816 | -87 | -85 | -77 | -78 | -85 | -86 | -82 | -77 |
| N | 1722839335.158 | 97.642 | 84.811 | 51.816 | -83 | -78 | -91 | -83 | -73 | -78 | -84 | -79 |
| O | 1722839236.176 | 95.944 | 188.453 | 51.816 | -81 | -85 | -88 | -88 | -85 | -75 | -85 | -75 |
| P | 1722839327.162 | 128.208 | 109.481 | 51.816 | -81 | -80 | -92 | -85 | -77 | -71 | -81 | -83 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722838785.183
- **Target RSSI fingerprint:** [-85, -82, -72, -86, -82, -75, -65, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
94.24594367012476,
103.6018419265747,
51.816
] | 16 |
2,409 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723006768.146 | 73.019 | 64.786 | 42.672 | -88 | -82 | -85 | -92 | -83 | -82 | -78 | -75 |
| B | 1723006782.139 | 46.698 | 80.989 | 42.672 | -89 | -73 | -86 | -84 | -80 | -87 | -85 | -70 |
| C | 1723006394.152 | 152.831 | 6.781 | 42.672 | -85 | -77 | -86 | -86 | -84 | -75 | -73 | -81 |
| D | 1723006900.150 | 9.340 | 65.622 | 42.672 | -88 | -80 | -82 | -80 | -76 | -84 | -100 | -83 |
| E | 1723006742.172 | 137.548 | 7.445 | 42.672 | -74 | -80 | -77 | -79 | -100 | -87 | -88 | -84 |
| F | 1723006589.168 | 39.906 | 18.048 | 42.672 | -82 | -100 | -81 | -71 | -72 | -73 | -76 | -59 |
| G | 1723006244.154 | 199.530 | 18.273 | 42.672 | -81 | -77 | -79 | -86 | -80 | -82 | -78 | -81 |
| H | 1723006703.153 | 93.397 | 87.279 | 42.672 | -82 | -100 | -82 | -82 | -100 | -78 | -74 | -100 |
| I | 1723006953.164 | 163.869 | 54.807 | 42.672 | -87 | -68 | -87 | -87 | -81 | -75 | -70 | -82 |
| J | 1723006807.166 | 25.472 | 45.504 | 42.672 | -86 | -100 | -73 | -73 | -67 | -84 | -86 | -67 |
| K | 1723006825.133 | 62.831 | 8.958 | 42.672 | -90 | -81 | -84 | -85 | -83 | -75 | -79 | -82 |
| L | 1723006576.158 | 7.642 | 69.762 | 42.672 | -79 | -80 | -80 | -73 | -69 | -80 | -80 | -72 |
| M | 1723006026.174 | 203.775 | 1.261 | 42.672 | -83 | -75 | -90 | -88 | -100 | -97 | -100 | -88 |
| N | 1723006672.147 | 16.981 | 50.454 | 42.672 | -88 | -77 | -75 | -75 | -77 | -86 | -89 | -75 |
| O | 1723006945.144 | 137.548 | 85.169 | 42.672 | -88 | -84 | -90 | -88 | -83 | -81 | -73 | -83 |
| P | 1723006577.183 | 9.340 | 66.206 | 42.672 | -79 | -84 | -80 | -73 | -77 | -79 | -81 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006933.146
- **Target RSSI fingerprint:** [-88, -100, -90, -90, -78, -84, -77, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
119.71777212842677,
88.65939617156982,
42.672000000000004
] | 16 |
345 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723002881.139 | 64.529 | 91.221 | 51.816 | -82 | -83 | -80 | -78 | -83 | -81 | -72 | -78 |
| B | 1723003007.147 | 2.547 | 89.137 | 51.816 | -83 | -75 | -88 | -85 | -80 | -84 | -79 | -80 |
| C | 1723003025.170 | 92.548 | 93.994 | 51.816 | -86 | -84 | -90 | -89 | -81 | -87 | -69 | -72 |
| D | 1723002976.147 | 69.623 | 46.353 | 51.816 | -88 | -100 | -84 | -75 | -83 | -75 | -84 | -65 |
| E | 1723003051.144 | 132.454 | 28.173 | 51.816 | -85 | -100 | -84 | -84 | -74 | -86 | -73 | -75 |
| F | 1723002967.130 | 114.623 | 49.459 | 51.816 | -86 | -100 | -80 | -82 | -80 | -79 | -86 | -62 |
| G | 1723003098.152 | 68.774 | 92.269 | 51.816 | -80 | -74 | -80 | -87 | -72 | -80 | -70 | -73 |
| H | 1723003213.146 | 11.038 | 49.034 | 51.816 | -88 | -81 | -89 | -93 | -91 | -89 | -92 | -80 |
| I | 1723003128.158 | 14.434 | 48.025 | 51.816 | -73 | -65 | -73 | -82 | -81 | -74 | -68 | -70 |
| J | 1723003318.152 | 66.227 | 90.172 | 51.816 | -91 | -85 | -84 | -88 | -88 | -85 | -86 | -82 |
| K | 1723003319.151 | 61.982 | 89.933 | 51.816 | -91 | -78 | -84 | -83 | -88 | -84 | -90 | -63 |
| L | 1723003228.182 | 11.887 | 88.633 | 51.816 | -79 | -79 | -88 | -88 | -83 | -88 | -69 | -79 |
| M | 1723003344.164 | 12.736 | 54.236 | 51.816 | -76 | -76 | -82 | -82 | -85 | -83 | -71 | -79 |
| N | 1723003032.177 | 123.114 | 94.817 | 51.816 | -85 | -77 | -87 | -78 | -72 | -84 | -71 | -63 |
| O | 1723002946.154 | 134.152 | 12.514 | 51.816 | -78 | -81 | -71 | -74 | -78 | -74 | -71 | -78 |
| P | 1723002959.166 | 129.057 | 50.693 | 51.816 | -83 | -84 | -74 | -73 | -85 | -74 | -76 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723003136.165
- **Target RSSI fingerprint:** [-72, -77, -80, -75, -83, -74, -69, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
24.62280427613426,
10.762276649475098,
51.816
] | 16 |
27,684 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939342.146 | 20.378 | 119.088 | 42.672 | -75 | -75 | -77 | -77 | -67 | -71 | -67 | -68 |
| B | 1725939343.170 | 20.378 | 119.778 | 42.672 | -71 | -100 | -81 | -100 | -66 | -100 | -68 | -67 |
| C | 1725939580.146 | 103.586 | 46.619 | 42.672 | -74 | -78 | -74 | -78 | -69 | -77 | -76 | -60 |
| D | 1725939783.157 | 95.096 | 49.936 | 42.672 | -78 | -84 | -74 | -81 | -73 | -80 | -75 | -67 |
| E | 1725939827.147 | 4.245 | 51.184 | 42.672 | -77 | -69 | -70 | -74 | -84 | -75 | -78 | -63 |
| F | 1725939506.156 | 53.491 | 12.700 | 42.672 | -83 | -78 | -75 | -75 | -87 | -75 | -83 | -71 |
| G | 1725939513.153 | 23.774 | 17.769 | 42.672 | -85 | -74 | -73 | -77 | -88 | -76 | -75 | -79 |
| H | 1725939470.149 | 107.832 | 45.040 | 42.672 | -100 | -76 | -71 | -65 | -68 | -73 | -66 | -62 |
| I | 1725939465.155 | 108.681 | 42.545 | 42.672 | -76 | -75 | -73 | -75 | -70 | -73 | -68 | -64 |
| J | 1725939530.158 | 6.793 | 50.348 | 42.672 | -78 | -68 | -76 | -72 | -83 | -74 | -68 | -71 |
| K | 1725939864.146 | 95.945 | 6.038 | 42.672 | -83 | -74 | -100 | -75 | -85 | -73 | -77 | -79 |
| L | 1725939681.144 | 76.416 | 71.036 | 42.672 | -76 | -67 | -73 | -69 | -69 | -70 | -75 | -68 |
| M | 1725939795.146 | 103.586 | 26.129 | 42.672 | -77 | -80 | -84 | -78 | -83 | -75 | -82 | -75 |
| N | 1725939552.259 | 26.321 | 121.397 | 42.672 | -74 | -74 | -74 | -78 | -70 | -75 | -72 | -69 |
| O | 1725939805.146 | 61.982 | 44.482 | 42.672 | -77 | -72 | -69 | -77 | -84 | -76 | -74 | -64 |
| P | 1725939109.140 | 36.510 | 11.439 | 42.672 | -100 | -100 | -100 | -88 | -96 | -85 | -100 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939539.149
- **Target RSSI fingerprint:** [-61, -75, -75, -79, -72, -76, -70, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
16.13229239559913,
97.27187156677246,
42.672000000000004
] | 16 |
31,654 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723698196.150 | 66.229 | 74.460 | 51.816 | -80 | -75 | -80 | -75 | -82 | -74 | -75 | -71 |
| B | 1723698167.153 | 30.567 | 26.156 | 51.816 | -84 | -76 | -82 | -78 | -83 | -78 | -76 | -67 |
| C | 1723698040.137 | 116.325 | 60.009 | 51.816 | -82 | -83 | -100 | -81 | -75 | -73 | -78 | -79 |
| D | 1723698155.169 | 84.059 | 52.750 | 51.816 | -78 | -76 | -83 | -75 | -80 | -72 | -70 | -62 |
| E | 1723697999.153 | 25.473 | 33.494 | 51.816 | -79 | -78 | -69 | -75 | -77 | -100 | -77 | -64 |
| F | 1723698111.163 | 41.605 | 0.318 | 51.816 | -100 | -74 | -73 | -87 | -74 | -81 | -79 | -81 |
| G | 1723698050.143 | 120.570 | 43.275 | 51.816 | -82 | -77 | -78 | -73 | -73 | -70 | -75 | -71 |
| H | 1723698354.164 | 18.680 | 44.602 | 51.816 | -83 | -77 | -77 | -77 | -79 | -78 | -75 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698035.133
- **Target RSSI fingerprint:** [-82, -76, -100, -77, -72, -71, -77, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
102.73938715512001,
84.20054912567139,
51.816
] | 8 |
16,820 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731999533.267 | 1.698 | 18.008 | 42.672 | -90 | -71 | -86 | -83 | -90 | -82 | -80 | -89 |
| B | 1732000073.224 | 84.057 | 181.154 | 42.672 | -92 | -92 | -92 | -91 | -73 | -77 | -91 | -73 |
| C | 1731999943.234 | 140.095 | 117.854 | 42.672 | -84 | -83 | -77 | -77 | -79 | -100 | -75 | -63 |
| D | 1732000122.228 | 108.680 | 146.983 | 42.672 | -88 | -85 | -82 | -82 | -73 | -70 | -79 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1732000221.221
- **Target RSSI fingerprint:** [-92, -86, -91, -82, -82, -76, -78, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
5.9434381086136625,
11.027684211730957,
42.672000000000004
] | 4 |
7,967 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994658.211 | 33.963 | 34.755 | 51.816 | -77 | -87 | -87 | -83 | -87 | -80 | -76 | -81 |
| B | 1731994633.222 | 102.737 | 52.630 | 51.816 | -91 | -74 | -85 | -76 | -78 | -72 | -71 | -76 |
| C | 1731994763.240 | 21.227 | 76.676 | 51.816 | -84 | -83 | -78 | -83 | -83 | -84 | -78 | -70 |
| D | 1731994263.230 | 50.944 | 23.555 | 51.816 | -75 | -87 | -81 | -100 | -82 | -83 | -77 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994610.229
- **Target RSSI fingerprint:** [-83, -79, -90, -80, -87, -78, -77, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
85.75532185609143,
97.92212009429932,
51.816
] | 4 |
44,039 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724129070.148 | 1.698 | 120.203 | 51.816 | -100 | -100 | -97 | -100 | -97 | -100 | -90 | -91 |
| B | 1724128837.132 | 115.476 | 31.676 | 51.816 | -90 | -84 | -100 | -78 | -76 | -76 | -100 | -76 |
| C | 1724128759.127 | 133.307 | 40.886 | 51.816 | -71 | -80 | -81 | -75 | -80 | -68 | -81 | -72 |
| D | 1724128541.149 | 61.983 | 37.860 | 51.816 | -85 | -81 | -77 | -78 | -81 | -81 | -66 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128578.138
- **Target RSSI fingerprint:** [-72, -78, -81, -81, -82, -65, -84, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
121.41929855130444,
33.97216796875,
51.816
] | 4 |
20,825 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008129.143 | 28.019 | 85.037 | 51.816 | -73 | -81 | -68 | -79 | -71 | -85 | -73 | -76 |
| B | 1723008558.173 | 28.019 | 40.767 | 51.816 | -78 | -81 | -100 | -69 | -74 | -71 | -68 | -78 |
| C | 1723008135.185 | 57.736 | 86.563 | 51.816 | -76 | -87 | -69 | -87 | -74 | -86 | -70 | -80 |
| D | 1723008434.238 | 73.868 | 68.475 | 51.816 | -78 | -86 | -82 | -85 | -86 | -80 | -75 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723007914.159
- **Target RSSI fingerprint:** [-78, -76, -77, -85, -83, -76, -83, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
178.30306412808196,
41.231064796447754,
51.816
] | 4 |
39,638 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691629.117 | 218.215 | 114.988 | 51.816 | -81 | -80 | -84 | -74 | -78 | -77 | -78 | -80 |
| B | 1723691696.140 | 125.665 | 74.261 | 51.816 | -80 | -80 | -78 | -85 | -74 | -81 | -77 | -82 |
| C | 1723691337.141 | 215.668 | 80.020 | 51.816 | -100 | -80 | -86 | -83 | -76 | -79 | -81 | -82 |
| D | 1723691669.154 | 153.685 | 2.243 | 51.816 | -82 | -79 | -79 | -82 | -82 | -76 | -75 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691689.145
- **Target RSSI fingerprint:** [-83, -100, -78, -76, -83, -67, -81, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
117.17385567983216,
63.857059478759766,
51.816
] | 4 |
21,696 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725942974.149 | 58.586 | 24.723 | 60.960 | -72 | -74 | -74 | -78 | -74 | -77 | -69 | -64 |
| B | 1725942926.148 | 98.492 | 5.428 | 60.960 | -83 | -73 | -85 | -74 | -74 | -76 | -64 | -79 |
| C | 1725943120.144 | 70.473 | 7.179 | 60.960 | -80 | -77 | -85 | -76 | -74 | -75 | -73 | -71 |
| D | 1725943529.176 | 100.190 | 2.030 | 60.960 | -82 | -79 | -86 | -75 | -75 | -74 | -72 | -67 |
| E | 1725943309.173 | 16.981 | 16.960 | 60.960 | -79 | -78 | -81 | -76 | -72 | -72 | -74 | -72 |
| F | 1725943494.151 | 7.642 | 62.649 | 60.960 | -77 | -74 | -70 | -77 | -76 | -72 | -77 | -65 |
| G | 1725943141.157 | 106.133 | 36.719 | 60.960 | -71 | -72 | -72 | -78 | -71 | -76 | -77 | -68 |
| H | 1725943280.157 | 29.717 | 50.096 | 60.960 | -80 | -74 | -71 | -74 | -76 | -71 | -73 | -71 |
| I | 1725942975.156 | 58.586 | 20.795 | 60.960 | -74 | -73 | -75 | -78 | -77 | -77 | -77 | -66 |
| J | 1725943074.153 | 56.888 | 38.723 | 60.960 | -73 | -73 | -72 | -75 | -73 | -76 | -70 | -71 |
| K | 1725943112.153 | 30.566 | 14.159 | 60.960 | -76 | -77 | -78 | -76 | -70 | -70 | -72 | -74 |
| L | 1725943201.190 | 3.396 | 31.929 | 60.960 | -72 | -72 | -70 | -77 | -76 | -74 | -73 | -70 |
| M | 1725942957.153 | 67.076 | 72.098 | 60.960 | -81 | -79 | -76 | -69 | -74 | -71 | -67 | -77 |
| N | 1725942954.167 | 78.114 | 63.485 | 60.960 | -84 | -84 | -79 | -72 | -71 | -77 | -77 | -84 |
| O | 1725943337.161 | 102.737 | 18.645 | 60.960 | -73 | -74 | -75 | -79 | -78 | -74 | -72 | -68 |
| P | 1725942948.166 | 100.190 | 43.925 | 60.960 | -82 | -100 | -84 | -70 | -78 | -78 | -78 | -84 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943040.158
- **Target RSSI fingerprint:** [-73, -75, -65, -79, -82, -79, -81, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
75.56705130516072,
70.34627437591553,
60.96
] | 16 |
44,738 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724127095.138 | 65.380 | 72.071 | 42.672 | -79 | -100 | -80 | -76 | -81 | -84 | -65 | -83 |
| B | 1724126363.114 | 5.095 | 115.678 | 42.672 | -89 | -100 | -100 | -89 | -100 | -94 | -85 | -98 |
| C | 1724126808.152 | 63.681 | 4.286 | 42.672 | -86 | -74 | -78 | -72 | -100 | -100 | -61 | -100 |
| D | 1724126674.127 | 92.550 | 34.423 | 42.672 | -100 | -76 | -85 | -86 | -74 | -83 | -83 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724126641.159
- **Target RSSI fingerprint:** [-74, -67, -78, -72, -100, -60, -65, -47]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
34.812526312427735,
40.27559757232666,
42.672000000000004
] | 4 |
26,128 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939335.149 | 13.585 | 87.730 | 42.672 | -73 | -73 | -69 | -77 | -77 | -76 | -67 | -73 |
| B | 1725939519.151 | 0.849 | 21.126 | 42.672 | -73 | -74 | -69 | -65 | -66 | -74 | -76 | -68 |
| C | 1725939648.156 | 81.511 | 4.631 | 42.672 | -84 | -71 | -78 | -65 | -76 | -76 | -86 | -74 |
| D | 1725939317.140 | 0.000 | 23.077 | 42.672 | -80 | -81 | -70 | -71 | -76 | -75 | -81 | -67 |
| E | 1725939363.158 | 73.869 | 75.429 | 42.672 | -75 | -81 | -76 | -76 | -77 | -66 | -65 | -74 |
| F | 1725939263.171 | 104.435 | 45.212 | 42.672 | -74 | -78 | -66 | -69 | -77 | -75 | -61 | -72 |
| G | 1725939600.136 | 55.189 | 45.876 | 42.672 | -76 | -78 | -73 | -72 | -75 | -76 | -64 | -73 |
| H | 1725939323.124 | 2.547 | 29.115 | 42.672 | -83 | -80 | -78 | -74 | -76 | -76 | -79 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939666.171
- **Target RSSI fingerprint:** [-74, -72, -69, -73, -69, -74, -61, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
102.73723051934184,
23.32932472229004,
42.672000000000004
] | 8 |
15,482 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722833784.154 | 116.322 | 80.644 | 60.960 | -87 | -87 | -90 | -86 | -83 | -83 | -89 | -77 |
| B | 1722833470.165 | 75.567 | 57.806 | 60.960 | -87 | -88 | -88 | -84 | -83 | -71 | -83 | -81 |
| C | 1722833463.142 | 48.397 | 82.648 | 60.960 | -87 | -88 | -82 | -86 | -85 | -72 | -82 | -75 |
| D | 1722833650.164 | 33.963 | 87.014 | 60.960 | -85 | -100 | -84 | -88 | -82 | -82 | -79 | -86 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833491.155
- **Target RSSI fingerprint:** [-76, -100, -76, -65, -75, -82, -80, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
127.35938341387522,
63.0342960357666,
60.96
] | 4 |
9,268 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723006387.146 | 120.567 | 8.931 | 42.672 | -82 | -91 | -73 | -73 | -86 | -81 | -85 | -81 |
| B | 1723006513.153 | 155.378 | 7.830 | 42.672 | -88 | -74 | -86 | -86 | -78 | -85 | -80 | -83 |
| C | 1723006643.167 | 126.510 | 39.108 | 42.672 | -79 | -75 | -84 | -84 | -73 | -69 | -75 | -73 |
| D | 1723006584.152 | 27.170 | 39.121 | 42.672 | -77 | -75 | -87 | -79 | -83 | -100 | -73 | -64 |
| E | 1723006521.155 | 117.171 | 6.091 | 42.672 | -80 | -84 | -88 | -87 | -72 | -76 | -72 | -83 |
| F | 1723006025.140 | 202.926 | 1.128 | 42.672 | -100 | -88 | -95 | -93 | -82 | -74 | -89 | -83 |
| G | 1723006464.145 | 25.472 | 80.697 | 42.672 | -76 | -89 | -72 | -73 | -81 | -77 | -81 | -76 |
| H | 1723006867.160 | 130.756 | 39.333 | 42.672 | -83 | -75 | -87 | -83 | -71 | -68 | -73 | -83 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006503.139
- **Target RSSI fingerprint:** [-82, -87, -68, -73, -85, -68, -83, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
150.28401182079105,
31.769285202026367,
42.672000000000004
] | 8 |
25,341 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939954.155 | 47.548 | 13.483 | 42.672 | -100 | -100 | -100 | -94 | -100 | -100 | -95 | -93 |
| B | 1725939776.151 | 69.624 | 75.986 | 42.672 | -80 | -81 | -77 | -73 | -75 | -66 | -76 | -76 |
| C | 1725939890.144 | 57.737 | 11.678 | 42.672 | -73 | -62 | -73 | -100 | -66 | -75 | -75 | -66 |
| D | 1725939850.169 | 50.095 | 17.066 | 42.672 | -76 | -68 | -73 | -73 | -75 | -78 | -74 | -59 |
| E | 1725939710.156 | 50.944 | 12.195 | 42.672 | -84 | -82 | -84 | -77 | -77 | -86 | -77 | -71 |
| F | 1725939254.158 | 95.945 | 11.532 | 42.672 | -84 | -82 | -76 | -77 | -78 | -81 | -78 | -73 |
| G | 1725939809.138 | 45.001 | 51.715 | 42.672 | -78 | -81 | -74 | -75 | -76 | -67 | -73 | -74 |
| H | 1725939429.165 | 3.396 | 25.970 | 42.672 | -83 | -82 | -78 | -78 | -78 | -83 | -76 | -74 |
| I | 1725939829.162 | 2.547 | 41.775 | 42.672 | -79 | -82 | -79 | -77 | -77 | -67 | -76 | -74 |
| J | 1725939788.137 | 105.284 | 32.924 | 42.672 | -75 | -85 | -78 | -80 | -79 | -60 | -79 | -78 |
| K | 1725939398.160 | 55.189 | 46.844 | 42.672 | -75 | -78 | -73 | -76 | -76 | -65 | -71 | -66 |
| L | 1725939243.163 | 71.322 | 14.624 | 42.672 | -83 | -69 | -76 | -74 | -64 | -84 | -70 | -71 |
| M | 1725939647.142 | 75.567 | 6.091 | 42.672 | -77 | -66 | -78 | -76 | -78 | -83 | -77 | -72 |
| N | 1725939435.161 | 28.868 | 20.304 | 42.672 | -71 | -72 | -75 | -73 | -65 | -74 | -73 | -65 |
| O | 1725939270.134 | 101.039 | 49.087 | 42.672 | -74 | -74 | -77 | -74 | -75 | -64 | -77 | -71 |
| P | 1725939458.139 | 104.435 | 10.908 | 42.672 | -79 | -78 | -69 | -77 | -68 | -69 | -77 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939969.148
- **Target RSSI fingerprint:** [-100, -100, -100, -81, -100, -100, -75, -86]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
29.71738072873524,
9.275994300842285,
42.672000000000004
] | 16 |
6,010 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723010211.159 | 45.000 | 84.758 | 60.960 | -74 | -85 | -86 | -76 | -82 | -70 | -72 | -100 |
| B | 1723010379.164 | 143.492 | 43.500 | 60.960 | -88 | -76 | -82 | -69 | -84 | -82 | -77 | -67 |
| C | 1723010190.138 | 16.981 | 55.324 | 60.960 | -78 | -88 | -73 | -84 | -73 | -78 | -69 | -77 |
| D | 1723010368.156 | 151.133 | 12.036 | 60.960 | -88 | -81 | -85 | -81 | -86 | -90 | -79 | -69 |
| E | 1723010247.136 | 152.831 | 25.492 | 60.960 | -76 | -71 | -74 | -82 | -76 | -72 | -81 | -79 |
| F | 1723009943.141 | 88.302 | 45.411 | 60.960 | -82 | -78 | -76 | -80 | -72 | -86 | -80 | -67 |
| G | 1723009813.151 | 123.963 | 6.250 | 60.960 | -85 | -83 | -71 | -100 | -67 | -88 | -77 | -69 |
| H | 1723009995.160 | 90.001 | 86.457 | 60.960 | -74 | -86 | -85 | -75 | -87 | -71 | -80 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010098.142
- **Target RSSI fingerprint:** [-75, -89, -66, -74, -67, -76, -74, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
16.981244299686754,
57.858848571777344,
60.96
] | 8 |
1,412 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722839269.182 | 15.283 | 124.688 | 51.816 | -86 | -100 | -82 | -79 | -82 | -77 | -86 | -83 |
| B | 1722838985.164 | 74.718 | 127.900 | 51.816 | -86 | -100 | -71 | -73 | -76 | -68 | -73 | -66 |
| C | 1722839045.133 | 70.472 | 173.351 | 51.816 | -83 | -85 | -83 | -86 | -85 | -73 | -77 | -77 |
| D | 1722838803.166 | 135.850 | 117.270 | 51.816 | -71 | -74 | -91 | -91 | -79 | -91 | -80 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722838724.171
- **Target RSSI fingerprint:** [-84, -86, -73, -83, -81, -82, -78, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
58.58531633548296,
56.17351055145264,
51.816
] | 4 |
38,280 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696482.140 | 123.117 | 53.320 | 42.672 | -77 | -75 | -76 | -68 | -77 | -75 | -71 | -100 |
| B | 1723696915.149 | 18.680 | 52.882 | 42.672 | -100 | -70 | -75 | -76 | -78 | -100 | -71 | -82 |
| C | 1723696512.121 | 67.078 | 57.182 | 42.672 | -76 | -80 | -86 | -87 | -67 | -71 | -75 | -73 |
| D | 1723696358.149 | 13.585 | 55.324 | 42.672 | -77 | -100 | -77 | -82 | -76 | -77 | -75 | -78 |
| E | 1723696863.153 | 64.531 | 56.054 | 42.672 | -78 | -79 | -85 | -82 | -69 | -72 | -73 | -70 |
| F | 1723696731.134 | 53.492 | 6.118 | 42.672 | -100 | -77 | -81 | -73 | -78 | -74 | -77 | -70 |
| G | 1723696383.154 | 66.229 | 11.704 | 42.672 | -100 | -77 | -86 | -71 | -76 | -75 | -74 | -69 |
| H | 1723696465.142 | 88.305 | 84.267 | 42.672 | -78 | -100 | -82 | -73 | -75 | -73 | -68 | -68 |
| I | 1723696739.172 | 89.154 | 25.081 | 42.672 | -77 | -77 | -82 | -67 | -72 | -74 | -70 | -68 |
| J | 1723696463.133 | 79.814 | 79.848 | 42.672 | -78 | -100 | -80 | -74 | -76 | -71 | -69 | -69 |
| K | 1723696840.152 | 125.665 | 43.368 | 42.672 | -81 | -82 | -86 | -78 | -84 | -78 | -81 | -86 |
| L | 1723696506.143 | 80.663 | 31.066 | 42.672 | -80 | -79 | -81 | -84 | -66 | -69 | -76 | -70 |
| M | 1723696420.155 | 82.361 | 48.039 | 42.672 | -76 | -74 | -77 | -100 | -73 | -77 | -100 | -61 |
| N | 1723696272.139 | 11.887 | 57.036 | 42.672 | -100 | -100 | -100 | -98 | -93 | -100 | -90 | -85 |
| O | 1723696833.162 | 124.816 | 49.711 | 42.672 | -80 | -75 | -76 | -82 | -84 | -77 | -78 | -86 |
| P | 1723696717.165 | 32.265 | 22.281 | 42.672 | -79 | -70 | -75 | -80 | -79 | -81 | -77 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696382.141
- **Target RSSI fingerprint:** [-100, -77, -79, -71, -100, -71, -73, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
61.983266373382904,
9.581212997436523,
42.672000000000004
] | 16 |
42,662 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696769.148 | 90.003 | 51.091 | 42.672 | -85 | -81 | -78 | -81 | -75 | -82 | -77 | -62 |
| B | 1723696665.136 | 125.665 | 40.886 | 42.672 | -84 | -79 | -78 | -85 | -77 | -89 | -78 | -82 |
| C | 1723696265.137 | 5.095 | 57.182 | 42.672 | -83 | -100 | -100 | -91 | -100 | -83 | -96 | -90 |
| D | 1723696565.158 | 96.796 | 31.013 | 42.672 | -80 | -87 | -73 | -66 | -80 | -68 | -76 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696494.140
- **Target RSSI fingerprint:** [-100, -76, -73, -80, -76, -82, -76, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
107.83390177287163,
33.52097511291504,
42.672000000000004
] | 4 |
2,012 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722999969.152 | 92.548 | 12.686 | 42.672 | -89 | -81 | -81 | -81 | -77 | -81 | -89 | -70 |
| B | 1722999573.160 | 6.792 | 65.821 | 42.672 | -85 | -85 | -88 | -83 | -76 | -83 | -73 | -74 |
| C | 1722999744.156 | 92.548 | 12.249 | 42.672 | -87 | -80 | -79 | -82 | -77 | -81 | -88 | -71 |
| D | 1723000060.151 | 117.171 | 15.951 | 42.672 | -82 | -82 | -75 | -85 | -84 | -75 | -68 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999653.136
- **Target RSSI fingerprint:** [-86, -76, -83, -81, -78, -76, -84, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
41.60404916252322,
46.76481246948242,
42.672000000000004
] | 4 |
24,553 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725941100.128 | 106.983 | 52.338 | 51.816 | -80 | -80 | -78 | -80 | -69 | -81 | -82 | -64 |
| B | 1725940800.141 | 78.114 | 70.227 | 51.816 | -78 | -77 | -80 | -78 | -74 | -76 | -75 | -71 |
| C | 1725941306.168 | 108.681 | 43.527 | 51.816 | -80 | -78 | -78 | -77 | -80 | -78 | -83 | -76 |
| D | 1725941011.156 | 65.378 | 86.019 | 51.816 | -84 | -79 | -78 | -76 | -68 | -79 | -84 | -66 |
| E | 1725941223.150 | 53.491 | 30.747 | 51.816 | -79 | -79 | -74 | -80 | -82 | -77 | -81 | -60 |
| F | 1725940871.155 | 25.472 | 127.064 | 51.816 | -82 | -75 | -80 | -69 | -78 | -70 | -58 | -77 |
| G | 1725941016.141 | 61.133 | 60.115 | 51.816 | -78 | -79 | -75 | -77 | -77 | -76 | -81 | -61 |
| H | 1725940931.175 | 11.887 | 74.633 | 51.816 | -74 | -100 | -73 | -100 | -72 | -100 | -58 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941490.147
- **Target RSSI fingerprint:** [-100, -77, -100, -100, -102, -85, -87, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
28.868313438956903,
18.77758502960205,
51.816
] | 8 |
43,538 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724126703.146 | 128.212 | 65.582 | 42.672 | -86 | -64 | -100 | -84 | -75 | -75 | -86 | -76 |
| B | 1724126605.118 | 14.434 | 98.705 | 42.672 | -100 | -78 | -81 | -72 | -78 | -75 | -77 | -71 |
| C | 1724126932.137 | 43.303 | 28.332 | 42.672 | -100 | -89 | -85 | -79 | -70 | -69 | -81 | -56 |
| D | 1724127084.134 | 111.230 | 96.197 | 42.672 | -87 | -84 | -100 | -89 | -87 | -82 | -90 | -87 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724127163.153
- **Target RSSI fingerprint:** [-75, -91, -100, -92, -87, -83, -100, -85]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
118.87204106682643,
29.738917350769043,
42.672000000000004
] | 4 |
12,019 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723006921.169 | 61.132 | 84.718 | 42.672 | -72 | -86 | -85 | -89 | -100 | -71 | -67 | -75 |
| B | 1723006308.151 | 96.793 | 6.277 | 42.672 | -100 | -83 | -84 | -89 | -80 | -82 | -85 | -83 |
| C | 1723006750.150 | 97.642 | 5.401 | 42.672 | -100 | -77 | -83 | -83 | -81 | -86 | -92 | -86 |
| D | 1723006588.162 | 37.359 | 22.334 | 42.672 | -76 | -83 | -87 | -72 | -100 | -70 | -74 | -64 |
| E | 1723006253.172 | 167.265 | 49.711 | 42.672 | -76 | -75 | -86 | -85 | -69 | -82 | -76 | -80 |
| F | 1723006958.140 | 180.001 | 35.883 | 42.672 | -100 | -78 | -80 | -84 | -66 | -73 | -69 | -79 |
| G | 1723006348.165 | 0.000 | 79.728 | 42.672 | -69 | -88 | -87 | -81 | -81 | -81 | -82 | -79 |
| H | 1723006711.161 | 129.057 | 88.938 | 42.672 | -76 | -91 | -92 | -86 | -100 | -81 | -76 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006376.149
- **Target RSSI fingerprint:** [-83, -91, -86, -84, -82, -76, -79, -86]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
64.52872823943571,
10.41724681854248,
42.672000000000004
] | 8 |
30,994 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724123074.140 | 55.191 | 16.309 | 60.960 | -78 | -81 | -83 | -77 | -77 | -79 | -75 | -67 |
| B | 1724123058.143 | 23.774 | 25.227 | 60.960 | -82 | -67 | -68 | -75 | -75 | -81 | -61 | -100 |
| C | 1724123373.134 | 69.625 | 20.118 | 60.960 | -78 | -80 | -81 | -80 | -81 | -75 | -81 | -87 |
| D | 1724123186.126 | 88.305 | 28.465 | 60.960 | -77 | -78 | -83 | -79 | -78 | -70 | -84 | -63 |
| E | 1724123524.120 | 106.985 | 60.500 | 60.960 | -79 | -74 | -82 | -77 | -77 | -73 | -82 | -71 |
| F | 1724123096.138 | 106.985 | 54.037 | 60.960 | -100 | -79 | -83 | -85 | -76 | -78 | -82 | -61 |
| G | 1724123331.140 | 72.172 | 75.893 | 60.960 | -82 | -84 | -81 | -73 | -77 | -72 | -84 | -66 |
| H | 1724123050.127 | 6.793 | 57.607 | 60.960 | -80 | -100 | -66 | -72 | -75 | -75 | -63 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123435.143
- **Target RSSI fingerprint:** [-75, -82, -76, -78, -78, -72, -78, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
89.15401308325765,
32.44607448577881,
60.96
] | 8 |
17,637 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722838966.181 | 29.717 | 143.360 | 51.816 | -87 | -84 | -86 | -86 | -69 | -73 | -70 | -81 |
| B | 1722838834.148 | 88.303 | 187.869 | 51.816 | -76 | -82 | -89 | -85 | -92 | -85 | -81 | -83 |
| C | 1722839019.160 | 126.510 | 136.579 | 51.816 | -86 | -84 | -80 | -80 | -85 | -77 | -81 | -72 |
| D | 1722838905.141 | 128.208 | 134.774 | 51.816 | -82 | -84 | -84 | -81 | -91 | -71 | -82 | -71 |
| E | 1722838869.162 | 42.453 | 95.188 | 51.816 | -83 | -74 | -76 | -83 | -71 | -83 | -73 | -67 |
| F | 1722838710.154 | 5.094 | 6.768 | 51.816 | -86 | -81 | -86 | -81 | -77 | -74 | -100 | -79 |
| G | 1722839146.187 | 59.434 | 72.324 | 51.816 | -85 | -82 | -74 | -75 | -90 | -83 | -87 | -71 |
| H | 1722838766.175 | 50.095 | 160.492 | 51.816 | -86 | -86 | -90 | -78 | -70 | -80 | -66 | -87 |
| I | 1722839059.171 | 17.830 | 127.940 | 51.816 | -82 | -78 | -75 | -85 | -72 | -86 | -75 | -74 |
| J | 1722838546.165 | 3.396 | 3.039 | 51.816 | -86 | -81 | -86 | -80 | -95 | -90 | -100 | -80 |
| K | 1722838781.167 | 81.510 | 119.632 | 51.816 | -79 | -76 | -77 | -82 | -72 | -75 | -66 | -68 |
| L | 1722839014.151 | 136.699 | 119.805 | 51.816 | -79 | -100 | -78 | -66 | -84 | -76 | -73 | -74 |
| M | 1722838789.174 | 102.737 | 92.269 | 51.816 | -81 | -74 | -72 | -85 | -78 | -74 | -70 | -71 |
| N | 1722838967.178 | 33.113 | 146.731 | 51.816 | -88 | -87 | -87 | -88 | -71 | -73 | -72 | -84 |
| O | 1722839020.180 | 123.963 | 140.812 | 51.816 | -85 | -84 | -80 | -85 | -94 | -74 | -84 | -71 |
| P | 1722839292.161 | 67.925 | 114.762 | 51.816 | -88 | -82 | -80 | -83 | -70 | -73 | -66 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722838764.154
- **Target RSSI fingerprint:** [-87, -86, -91, -85, -72, -80, -70, -91]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
46.69844055726902,
157.71844387054443,
51.816
] | 16 |
6,244 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723002979.151 | 55.189 | 45.584 | 51.816 | -77 | -75 | -71 | -76 | -79 | -71 | -80 | -61 |
| B | 1723003257.152 | 123.963 | 88.620 | 51.816 | -90 | -87 | -80 | -82 | -85 | -87 | -78 | -69 |
| C | 1723003579.140 | 74.717 | 3.371 | 51.816 | -100 | -106 | -99 | -98 | -100 | -100 | -99 | -95 |
| D | 1723003230.155 | 22.076 | 89.535 | 51.816 | -79 | -86 | -87 | -82 | -79 | -83 | -69 | -81 |
| E | 1723003038.151 | 124.812 | 94.671 | 51.816 | -83 | -72 | -75 | -76 | -70 | -81 | -67 | -100 |
| F | 1723003326.151 | 28.019 | 86.722 | 51.816 | -88 | -84 | -86 | -86 | -92 | -80 | -93 | -72 |
| G | 1723003258.146 | 123.963 | 83.948 | 51.816 | -88 | -81 | -83 | -87 | -65 | -85 | -76 | -71 |
| H | 1723003236.142 | 52.642 | 91.539 | 51.816 | -84 | -86 | -83 | -85 | -79 | -69 | -69 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723002796.152
- **Target RSSI fingerprint:** [-73, -79, -84, -81, -69, -76, -72, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
82.35903499258701,
18.406014442443848,
51.816
] | 8 |
2,598 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723009830.155 | 86.604 | 34.994 | 60.960 | -84 | -86 | -82 | -71 | -80 | -80 | -69 | -80 |
| B | 1723010050.157 | 95.095 | 14.279 | 60.960 | -88 | -86 | -81 | -82 | -90 | -89 | -77 | -79 |
| C | 1723009826.154 | 94.246 | 16.256 | 60.960 | -89 | -86 | -84 | -83 | -89 | -88 | -72 | -73 |
| D | 1723010296.157 | 67.076 | 85.329 | 60.960 | -73 | -79 | -100 | -70 | -72 | -75 | -68 | -74 |
| E | 1723010031.165 | 157.926 | 8.652 | 60.960 | -76 | -84 | -84 | -100 | -73 | -75 | -78 | -67 |
| F | 1723010104.142 | 33.113 | 29.195 | 60.960 | -75 | -77 | -75 | -70 | -73 | -62 | -72 | -78 |
| G | 1723010163.146 | 112.925 | 43.155 | 60.960 | -77 | -91 | -87 | -80 | -73 | -71 | -87 | -68 |
| H | 1723010357.147 | 135.001 | 10.112 | 60.960 | -83 | -73 | -74 | -79 | -83 | -81 | -80 | -65 |
| I | 1723009877.161 | 31.415 | 33.322 | 60.960 | -80 | -75 | -71 | -100 | -67 | -62 | -69 | -100 |
| J | 1723009982.151 | 26.321 | 84.771 | 60.960 | -79 | -69 | -70 | -74 | -83 | -78 | -71 | -80 |
| K | 1723010123.163 | 84.906 | 9.833 | 60.960 | -84 | -78 | -72 | -77 | -79 | -79 | -72 | -64 |
| L | 1723009633.155 | 209.718 | 5.069 | 60.960 | -95 | -95 | -99 | -89 | -99 | -93 | -100 | -82 |
| M | 1723009967.151 | 10.189 | 70.001 | 60.960 | -80 | -76 | -72 | -75 | -73 | -72 | -66 | -74 |
| N | 1723010053.143 | 89.152 | 29.089 | 60.960 | -88 | -87 | -83 | -79 | -85 | -80 | -69 | -73 |
| O | 1723009629.157 | 206.322 | 4.061 | 60.960 | -85 | -95 | -95 | -88 | -87 | -89 | -100 | -78 |
| P | 1723009943.141 | 88.302 | 45.411 | 60.960 | -78 | -86 | -82 | -80 | -76 | -72 | -80 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010353.156
- **Target RSSI fingerprint:** [-86, -74, -73, -79, -86, -80, -75, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
113.77433680790125,
10.443787574768066,
60.96
] | 16 |
40,620 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724129918.124 | 58.587 | 64.720 | 60.960 | -75 | -77 | -78 | -74 | -73 | -70 | -75 | -64 |
| B | 1724129996.125 | 61.983 | 2.747 | 60.960 | -79 | -80 | -86 | -82 | -78 | -71 | -71 | -63 |
| C | 1724130207.119 | 43.303 | 60.964 | 60.960 | -83 | -84 | -85 | -83 | -80 | -80 | -70 | -72 |
| D | 1724130145.142 | 135.005 | 69.457 | 60.960 | -79 | -80 | -80 | -81 | -75 | -72 | -77 | -70 |
| E | 1724129956.144 | 115.476 | 60.593 | 60.960 | -82 | -83 | -82 | -81 | -76 | -75 | -73 | -72 |
| F | 1724129853.140 | 80.663 | 69.577 | 60.960 | -79 | -75 | -77 | -79 | -100 | -69 | -81 | -68 |
| G | 1724129980.115 | 136.703 | 38.418 | 60.960 | -76 | -77 | -77 | -83 | -79 | -70 | -74 | -69 |
| H | 1724130476.141 | 1.698 | 118.690 | 60.960 | -100 | -88 | -91 | -88 | -100 | -100 | -84 | -69 |
| I | 1724129881.128 | 146.043 | 42.147 | 60.960 | -80 | -83 | -78 | -84 | -72 | -69 | -71 | -74 |
| J | 1724130200.123 | 30.567 | 52.723 | 60.960 | -100 | -82 | -82 | -78 | -76 | -78 | -70 | -66 |
| K | 1724130137.123 | 99.343 | 51.383 | 60.960 | -82 | -84 | -82 | -82 | -75 | -70 | -73 | -69 |
| L | 1724129954.117 | 106.985 | 56.306 | 60.960 | -81 | -81 | -80 | -77 | -77 | -68 | -72 | -70 |
| M | 1724130232.127 | 101.890 | 25.638 | 60.960 | -75 | -76 | -82 | -81 | -79 | -76 | -74 | -65 |
| N | 1724130093.141 | 99.343 | 88.766 | 60.960 | -73 | -77 | -71 | -76 | -75 | -68 | -72 | -64 |
| O | 1724130265.141 | 120.570 | 88.500 | 60.960 | -78 | -100 | -77 | -80 | -73 | -79 | -71 | -63 |
| P | 1724130475.125 | 2.547 | 117.841 | 60.960 | -100 | -85 | -91 | -89 | -100 | -100 | -78 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724129818.138
- **Target RSSI fingerprint:** [-78, -81, -81, -78, -79, -71, -66, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
61.13419158834993,
1.8047714233398438,
60.96
] | 16 |
15,936 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722999986.143 | 72.170 | 54.090 | 42.672 | -85 | -81 | -83 | -78 | -80 | -71 | -67 | -74 |
| B | 1722999881.150 | 26.321 | 47.667 | 42.672 | -79 | -77 | -81 | -76 | -72 | -100 | -61 | -68 |
| C | 1722999775.153 | 64.529 | 92.415 | 42.672 | -86 | -82 | -85 | -83 | -77 | -75 | -100 | -74 |
| D | 1722999610.155 | 122.265 | 13.244 | 42.672 | -84 | -86 | -74 | -86 | -77 | -68 | -75 | -73 |
| E | 1722999568.143 | 1.698 | 84.731 | 42.672 | -90 | -87 | -89 | -86 | -87 | -84 | -100 | -90 |
| F | 1722999500.149 | 140.944 | 28.598 | 42.672 | -81 | -83 | -76 | -68 | -69 | -73 | -100 | -66 |
| G | 1722999991.161 | 67.925 | 78.600 | 42.672 | -84 | -78 | -89 | -82 | -83 | -72 | -72 | -80 |
| H | 1722999929.149 | 123.963 | 99.342 | 42.672 | -85 | -85 | -71 | -79 | -81 | -68 | -69 | -79 |
| I | 1722999559.149 | 16.981 | 86.642 | 42.672 | -85 | -84 | -87 | -86 | -88 | -86 | -73 | -82 |
| J | 1722999965.194 | 113.774 | 13.894 | 42.672 | -78 | -76 | -76 | -73 | -72 | -83 | -69 | -68 |
| K | 1722999905.175 | 3.396 | 88.885 | 42.672 | -91 | -92 | -90 | -86 | -88 | -91 | -82 | -88 |
| L | 1722999464.186 | 90.850 | 26.581 | 42.672 | -84 | -90 | -84 | -86 | -82 | -69 | -75 | -83 |
| M | 1722999863.146 | 116.322 | 50.427 | 42.672 | -84 | -80 | -81 | -76 | -85 | -85 | -70 | -71 |
| N | 1722999614.161 | 138.397 | 13.987 | 42.672 | -80 | -74 | -69 | -70 | -67 | -72 | -72 | -65 |
| O | 1722999954.137 | 138.397 | 17.106 | 42.672 | -84 | -83 | -77 | -81 | -74 | -73 | -73 | -74 |
| P | 1722999864.140 | 111.227 | 50.295 | 42.672 | -83 | -80 | -79 | -71 | -83 | -87 | -72 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999767.156
- **Target RSSI fingerprint:** [-79, -74, -85, -86, -83, -71, -71, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
67.9249782245277,
82.74080753326416,
42.672000000000004
] | 16 |
805 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722840974.169 | 91.699 | 135.053 | 60.960 | -81 | -73 | -78 | -78 | -74 | -72 | -69 | -70 |
| B | 1722841196.173 | 129.058 | 129.652 | 60.960 | -77 | -82 | -77 | -86 | -89 | -71 | -80 | -69 |
| C | 1722841445.179 | 33.963 | 29.328 | 60.960 | -81 | -79 | -67 | -69 | -83 | -70 | -74 | -81 |
| D | 1722841370.164 | 42.453 | 92.680 | 60.960 | -81 | -67 | -71 | -71 | -77 | -82 | -73 | -72 |
| E | 1722841036.193 | 26.321 | 108.353 | 60.960 | -80 | -86 | -83 | -75 | -70 | -84 | -79 | -68 |
| F | 1722840947.182 | 17.830 | 118.425 | 60.960 | -80 | -85 | -77 | -74 | -72 | -83 | -78 | -73 |
| G | 1722841383.171 | 87.453 | 132.027 | 60.960 | -84 | -76 | -84 | -82 | -76 | -77 | -72 | -76 |
| H | 1722841088.161 | 112.925 | 99.541 | 60.960 | -87 | -83 | -82 | -84 | -78 | -76 | -73 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841047.154
- **Target RSSI fingerprint:** [-84, -83, -87, -73, -85, -75, -77, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
14.434063370453673,
128.25820446014404,
60.96
] | 8 |
1,227 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723003439.178 | 1.698 | 86.151 | 51.816 | -89 | -91 | -85 | -85 | -83 | -87 | -78 | -81 |
| B | 1723002927.147 | 50.095 | 10.895 | 51.816 | -86 | -88 | -75 | -85 | -100 | -87 | -72 | -71 |
| C | 1723003147.150 | 55.189 | 10.139 | 51.816 | -86 | -84 | -75 | -83 | -82 | -88 | -71 | -65 |
| D | 1723003251.171 | 123.114 | 95.188 | 51.816 | -79 | -80 | -86 | -86 | -75 | -82 | -70 | -64 |
| E | 1723003393.148 | 129.907 | 42.200 | 51.816 | -78 | -80 | -85 | -86 | -73 | -83 | -75 | -82 |
| F | 1723002875.154 | 67.925 | 91.858 | 51.816 | -90 | -75 | -87 | -89 | -86 | -76 | -73 | -71 |
| G | 1723003265.159 | 129.057 | 48.503 | 51.816 | -89 | -87 | -84 | -81 | -66 | -90 | -71 | -68 |
| H | 1723003103.155 | 50.944 | 90.265 | 51.816 | -79 | -70 | -88 | -75 | -87 | -83 | -85 | -64 |
| I | 1723003360.153 | 30.566 | 9.289 | 51.816 | -83 | -100 | -79 | -77 | -100 | -77 | -77 | -69 |
| J | 1723002847.149 | 102.737 | 9.050 | 51.816 | -81 | -77 | -86 | -77 | -76 | -75 | -81 | -71 |
| K | 1723002792.157 | 74.717 | 4.512 | 51.816 | -83 | -91 | -76 | -81 | -80 | -72 | -72 | -71 |
| L | 1723003331.145 | 5.094 | 85.236 | 51.816 | -81 | -83 | -85 | -71 | -89 | -72 | -100 | -69 |
| M | 1723003148.133 | 59.434 | 10.139 | 51.816 | -87 | -82 | -75 | -81 | -84 | -83 | -70 | -64 |
| N | 1723003173.137 | 129.907 | 31.331 | 51.816 | -73 | -82 | -81 | -82 | -72 | -67 | -73 | -78 |
| O | 1723003480.154 | 112.076 | 75.774 | 51.816 | -87 | -81 | -84 | -100 | -80 | -86 | -70 | -59 |
| P | 1723002982.150 | 40.755 | 44.615 | 51.816 | -73 | -82 | -85 | -73 | -91 | -70 | -87 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723003092.174
- **Target RSSI fingerprint:** [-85, -71, -87, -89, -72, -84, -76, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
69.62310174631067,
85.02331256866455,
51.816
] | 16 |
35,006 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691329.275 | 193.592 | 53.838 | 51.816 | -100 | -85 | -79 | -80 | -83 | -86 | -81 | -84 |
| B | 1723691779.151 | 151.986 | 93.357 | 51.816 | -79 | -77 | -79 | -77 | -86 | -78 | -76 | -73 |
| C | 1723691645.135 | 233.499 | 91.420 | 51.816 | -80 | -81 | -100 | -82 | -78 | -73 | -83 | -86 |
| D | 1723691614.153 | 163.024 | 64.733 | 51.816 | -81 | -100 | -76 | -81 | -79 | -77 | -77 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691504.147
- **Target RSSI fingerprint:** [-81, -68, -74, -80, -79, -81, -76, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
156.23180757310953,
105.56585788726807,
51.816
] | 4 |
35,119 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691280.138 | 138.401 | 35.458 | 51.816 | -80 | -81 | -82 | -100 | -81 | -66 | -78 | -69 |
| B | 1723691485.165 | 126.514 | 49.061 | 51.816 | -82 | -80 | -83 | -85 | -81 | -68 | -74 | -71 |
| C | 1723691551.157 | 219.913 | 105.911 | 51.816 | -84 | -83 | -71 | -67 | -79 | -76 | -72 | -73 |
| D | 1723691247.141 | 55.191 | 59.504 | 51.816 | -78 | -79 | -100 | -100 | -84 | -74 | -79 | -77 |
| E | 1723691349.144 | 223.310 | 99.966 | 51.816 | -83 | -80 | -71 | -67 | -81 | -72 | -72 | -72 |
| F | 1723691339.149 | 221.611 | 87.213 | 51.816 | -84 | -76 | -77 | -69 | -80 | -80 | -75 | -77 |
| G | 1723691752.152 | 218.215 | 114.470 | 51.816 | -81 | -82 | -70 | -68 | -81 | -76 | -72 | -73 |
| H | 1723691784.148 | 133.306 | 76.981 | 51.816 | -85 | -87 | -83 | -89 | -73 | -77 | -79 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691539.144
- **Target RSSI fingerprint:** [-84, -80, -79, -70, -80, -82, -75, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
220.76233678808958,
84.65174198150635,
51.816
] | 8 |
7,261 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723010089.156 | 0.849 | 82.913 | 60.960 | -85 | -83 | -78 | -84 | -83 | -76 | -79 | -67 |
| B | 1723009954.159 | 33.113 | 43.195 | 60.960 | -88 | -90 | -82 | -80 | -75 | -66 | -66 | -73 |
| C | 1723010187.139 | 24.623 | 42.916 | 60.960 | -88 | -84 | -87 | -82 | -78 | -65 | -75 | -72 |
| D | 1723009944.144 | 83.208 | 45.292 | 60.960 | -72 | -84 | -79 | -78 | -71 | -73 | -67 | -76 |
| E | 1723010346.151 | 81.510 | 8.135 | 60.960 | -87 | -77 | -76 | -81 | -80 | -79 | -64 | -75 |
| F | 1723010114.139 | 45.849 | 8.958 | 60.960 | -85 | -83 | -74 | -85 | -84 | -75 | -69 | -78 |
| G | 1723010211.159 | 45.000 | 84.758 | 60.960 | -85 | -70 | -72 | -86 | -82 | -76 | -100 | -72 |
| H | 1723009765.162 | 179.152 | 39.824 | 60.960 | -79 | -79 | -100 | -83 | -83 | -100 | -80 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010427.152
- **Target RSSI fingerprint:** [-85, -71, -73, -88, -82, -82, -83, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
11.037808794796389,
84.39960479736328,
60.96
] | 8 |
6,227 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722839339.175 | 81.510 | 72.125 | 51.816 | -88 | -92 | -73 | -82 | -79 | -87 | -84 | -84 |
| B | 1722838885.155 | 82.359 | 125.883 | 51.816 | -82 | -83 | -85 | -86 | -88 | -66 | -79 | -78 |
| C | 1722838904.175 | 125.661 | 139.020 | 51.816 | -79 | -72 | -84 | -88 | -85 | -82 | -69 | -70 |
| D | 1722838841.152 | 62.831 | 167.419 | 51.816 | -86 | -80 | -87 | -77 | -85 | -77 | -80 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722838945.170
- **Target RSSI fingerprint:** [-80, -89, -81, -83, -69, -84, -82, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
45.84937800168231,
88.67266654968262,
51.816
] | 4 |
31,014 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691336.159 | 211.422 | 76.265 | 51.816 | -100 | -100 | -84 | -78 | -77 | -80 | -79 | -78 |
| B | 1723691809.157 | 146.043 | 51.051 | 51.816 | -78 | -83 | -80 | -100 | -78 | -77 | -79 | -78 |
| C | 1723691669.154 | 153.685 | 2.243 | 51.816 | -100 | -100 | -79 | -79 | -76 | -76 | -82 | -75 |
| D | 1723691458.161 | 188.497 | 39.081 | 51.816 | -100 | -100 | -86 | -76 | -76 | -73 | -85 | -74 |
| E | 1723691371.148 | 183.403 | 119.672 | 51.816 | -83 | -78 | -85 | -77 | -84 | -77 | -86 | -79 |
| F | 1723691286.149 | 124.816 | 58.429 | 51.816 | -80 | -74 | -84 | -100 | -70 | -69 | -83 | -80 |
| G | 1723691386.136 | 127.363 | 70.598 | 51.816 | -80 | -76 | -83 | -76 | -75 | -75 | -87 | -70 |
| H | 1723691395.143 | 127.363 | 60.194 | 51.816 | -76 | -71 | -84 | -77 | -76 | -75 | -76 | -73 |
| I | 1723691822.150 | 193.592 | 94.114 | 51.816 | -78 | -84 | -82 | -81 | -79 | -80 | -75 | -79 |
| J | 1723691312.154 | 164.723 | 100.258 | 51.816 | -80 | -72 | -80 | -79 | -86 | -77 | -70 | -73 |
| K | 1723691893.172 | 74.720 | 39.254 | 51.816 | -100 | -87 | -78 | -80 | -77 | -75 | -77 | -76 |
| L | 1723691533.154 | 201.233 | 61.681 | 51.816 | -82 | -100 | -82 | -78 | -81 | -79 | -79 | -80 |
| M | 1723691515.156 | 169.817 | 88.328 | 51.816 | -80 | -74 | -85 | -78 | -81 | -78 | -76 | -74 |
| N | 1723691815.157 | 166.421 | 70.758 | 51.816 | -81 | -81 | -82 | -83 | -80 | -77 | -78 | -78 |
| O | 1723691316.153 | 174.912 | 84.519 | 51.816 | -78 | -74 | -100 | -78 | -78 | -100 | -75 | -75 |
| P | 1723691370.136 | 186.799 | 122.884 | 51.816 | -85 | -77 | -86 | -80 | -81 | -78 | -86 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691642.145
- **Target RSSI fingerprint:** [-80, -100, -82, -80, -100, -100, -73, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
233.49862544894089,
91.75139427185059,
51.816
] | 16 |
22,887 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725940905.159 | 102.737 | 32.884 | 51.816 | -72 | -79 | -83 | -79 | -79 | -73 | -78 | -58 |
| B | 1725941078.166 | 43.302 | 112.175 | 51.816 | -78 | -76 | -71 | -69 | -100 | -79 | -76 | -68 |
| C | 1725941254.159 | 5.943 | 62.039 | 51.816 | -74 | -70 | -64 | -85 | -75 | -70 | -64 | -70 |
| D | 1725940945.153 | 2.547 | 36.215 | 51.816 | -100 | -75 | -76 | -77 | -70 | -69 | -72 | -63 |
| E | 1725940889.168 | 90.001 | 67.559 | 51.816 | -77 | -76 | -82 | -67 | -79 | -80 | -78 | -63 |
| F | 1725940762.140 | 55.189 | 16.561 | 51.816 | -84 | -72 | -84 | -89 | -72 | -72 | -72 | -72 |
| G | 1725940989.157 | 109.530 | 53.586 | 51.816 | -76 | -72 | -83 | -69 | -68 | -68 | -75 | -62 |
| H | 1725941163.157 | 42.453 | 24.192 | 51.816 | -83 | -77 | -86 | -88 | -70 | -70 | -71 | -74 |
| I | 1725940812.176 | 63.680 | 72.576 | 51.816 | -76 | -78 | -81 | -71 | -76 | -76 | -77 | -62 |
| J | 1725941290.148 | 81.511 | 76.809 | 51.816 | -79 | -77 | -81 | -69 | -79 | -77 | -78 | -64 |
| K | 1725941440.150 | 43.302 | 30.469 | 51.816 | -100 | -100 | -61 | -84 | -100 | -71 | -74 | -100 |
| L | 1725940968.157 | 76.416 | 18.366 | 51.816 | -74 | -73 | -77 | -81 | -65 | -67 | -74 | -72 |
| M | 1725941092.192 | 95.096 | 63.724 | 51.816 | -78 | -80 | -83 | -69 | -80 | -83 | -79 | -64 |
| N | 1725941139.169 | 7.642 | 73.969 | 51.816 | -77 | -78 | -78 | -86 | -74 | -75 | -71 | -63 |
| O | 1725941296.152 | 103.586 | 57.036 | 51.816 | -75 | -84 | -77 | -66 | -81 | -80 | -74 | -61 |
| P | 1725940939.147 | 8.491 | 65.357 | 51.816 | -78 | -77 | -74 | -86 | -66 | -73 | -72 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725940899.152
- **Target RSSI fingerprint:** [-74, -80, -81, -70, -69, -78, -76, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
106.13350529028273,
53.73176097869873,
51.816
] | 16 |
24,103 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939713.156 | 35.661 | 13.708 | 42.672 | -83 | -71 | -77 | -75 | -75 | -74 | -66 | -79 |
| B | 1725939774.134 | 61.982 | 84.055 | 42.672 | -81 | -83 | -78 | -79 | -79 | -79 | -79 | -67 |
| C | 1725939790.145 | 103.586 | 27.841 | 42.672 | -73 | -74 | -75 | -79 | -78 | -76 | -76 | -57 |
| D | 1725939833.151 | 0.849 | 28.797 | 42.672 | -84 | -74 | -76 | -78 | -73 | -79 | -70 | -75 |
| E | 1725939674.141 | 104.435 | 49.180 | 42.672 | -71 | -74 | -100 | -100 | -100 | -78 | -100 | -67 |
| F | 1725939417.158 | 6.793 | 53.838 | 42.672 | -76 | -75 | -79 | -74 | -76 | -78 | -73 | -62 |
| G | 1725939352.145 | 39.057 | 107.437 | 42.672 | -80 | -75 | -78 | -78 | -80 | -72 | -76 | -69 |
| H | 1725939316.147 | 1.698 | 22.865 | 42.672 | -80 | -75 | -75 | -68 | -76 | -70 | -72 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939515.145
- **Target RSSI fingerprint:** [-84, -73, -76, -74, -74, -74, -70, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
13.58508833313611,
19.89229679107666,
42.672000000000004
] | 8 |
42,981 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723689632.150 | 124.816 | 64.932 | 42.672 | -76 | -75 | -80 | -69 | -71 | -77 | -67 | -71 |
| B | 1723690043.175 | 146.043 | 86.204 | 42.672 | -85 | -84 | -100 | -86 | -83 | -77 | -79 | -78 |
| C | 1723690058.137 | 174.063 | 86.549 | 42.672 | -78 | -81 | -86 | -72 | -76 | -74 | -78 | -82 |
| D | 1723690225.145 | 129.061 | 14.239 | 42.672 | -100 | -89 | -84 | -100 | -100 | -86 | -76 | -72 |
| E | 1723689990.176 | 232.650 | 83.378 | 42.672 | -84 | -89 | -84 | -91 | -92 | -89 | -92 | -100 |
| F | 1723690234.152 | 85.758 | 34.105 | 42.672 | -100 | -100 | -84 | -77 | -76 | -84 | -74 | -72 |
| G | 1723689872.137 | 197.837 | 48.344 | 42.672 | -82 | -92 | -84 | -100 | -92 | -80 | -86 | -87 |
| H | 1723690062.147 | 184.252 | 68.250 | 42.672 | -76 | -81 | -85 | -86 | -89 | -72 | -78 | -79 |
| I | 1723689329.141 | 6.793 | 69.895 | 42.672 | -100 | -100 | -100 | -100 | -99 | -97 | -100 | -96 |
| J | 1723689701.171 | 213.121 | 129.771 | 42.672 | -80 | -67 | -85 | -72 | -72 | -81 | -73 | -82 |
| K | 1723689868.134 | 196.139 | 46.393 | 42.672 | -76 | -86 | -73 | -88 | -90 | -70 | -83 | -82 |
| L | 1723690193.172 | 222.461 | 69.975 | 42.672 | -83 | -89 | -88 | -91 | -93 | -88 | -92 | -85 |
| M | 1723689927.144 | 140.099 | 77.632 | 42.672 | -79 | -78 | -100 | -80 | -77 | -90 | -73 | -75 |
| N | 1723689330.132 | 8.491 | 69.815 | 42.672 | -100 | -100 | -100 | -96 | -90 | -94 | -100 | -95 |
| O | 1723689647.147 | 162.175 | 102.580 | 42.672 | -100 | -100 | -85 | -82 | -81 | -86 | -86 | -80 |
| P | 1723690221.159 | 148.590 | 5.520 | 42.672 | -100 | -88 | -87 | -100 | -100 | -85 | -74 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689952.134
- **Target RSSI fingerprint:** [-100, -89, -80, -81, -85, -72, -77, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
151.98637572476557,
46.52594566345215,
42.672000000000004
] | 16 |
29,267 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696859.146 | 73.870 | 38.179 | 42.672 | -84 | -78 | -75 | -76 | -67 | -69 | -71 | -73 |
| B | 1723696457.146 | 54.341 | 66.312 | 42.672 | -84 | -100 | -73 | -82 | -70 | -69 | -72 | -72 |
| C | 1723696653.143 | 117.174 | 66.723 | 42.672 | -74 | -74 | -80 | -75 | -77 | -79 | -78 | -71 |
| D | 1723696839.153 | 128.212 | 44.867 | 42.672 | -72 | -72 | -76 | -65 | -76 | -100 | -74 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696613.153
- **Target RSSI fingerprint:** [-82, -82, -73, -86, -66, -65, -72, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
28.019832744132,
30.468788146972656,
42.672000000000004
] | 4 |
21,042 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994300.232 | 39.057 | 91.446 | 51.816 | -93 | -90 | -78 | -77 | -78 | -79 | -69 | -63 |
| B | 1731994333.210 | 122.265 | 69.696 | 51.816 | -91 | -96 | -84 | -84 | -85 | -88 | -82 | -77 |
| C | 1731994725.209 | 119.718 | 68.250 | 51.816 | -100 | -99 | -88 | -85 | -88 | -85 | -87 | -85 |
| D | 1731994344.228 | 91.699 | 100.735 | 51.816 | -84 | -77 | -89 | -89 | -73 | -76 | -71 | -86 |
| E | 1731994389.233 | 21.227 | 50.693 | 51.816 | -84 | -90 | -76 | -86 | -87 | -68 | -80 | -72 |
| F | 1731994560.204 | 45.849 | 96.701 | 51.816 | -83 | -80 | -83 | -78 | -86 | -78 | -82 | -71 |
| G | 1731994843.222 | 72.170 | 16.986 | 51.816 | -80 | -78 | -80 | -72 | -78 | -74 | -73 | -75 |
| H | 1731994273.235 | 8.491 | 50.600 | 51.816 | -74 | -76 | -88 | -87 | -85 | -84 | -82 | -81 |
| I | 1731994527.212 | 97.642 | 60.022 | 51.816 | -90 | -94 | -85 | -86 | -85 | -88 | -83 | -80 |
| J | 1731994577.213 | 4.245 | 64.242 | 51.816 | -89 | -87 | -78 | -85 | -81 | -80 | -75 | -75 |
| K | 1731994384.221 | 11.038 | 61.070 | 51.816 | -94 | -91 | -75 | -83 | -86 | -74 | -75 | -69 |
| L | 1731994452.211 | 64.529 | 15.606 | 51.816 | -83 | -85 | -83 | -79 | -80 | -74 | -72 | -83 |
| M | 1731994642.215 | 72.170 | 21.883 | 51.816 | -76 | -82 | -83 | -70 | -79 | -79 | -75 | -77 |
| N | 1731994928.218 | 65.378 | 5.109 | 51.816 | -80 | -85 | -96 | -93 | -88 | -100 | -87 | -95 |
| O | 1731994719.215 | 118.020 | 66.432 | 51.816 | -95 | -95 | -100 | -86 | -86 | -80 | -86 | -79 |
| P | 1731994507.217 | 77.265 | 41.669 | 51.816 | -82 | -84 | -81 | -82 | -82 | -79 | -78 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994283.243
- **Target RSSI fingerprint:** [-100, -84, -78, -83, -76, -83, -72, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
10.188751111614824,
64.90541934967041,
51.816
] | 16 |
28,706 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939731.168 | 5.094 | 47.375 | 42.672 | -77 | -85 | -73 | -76 | -73 | -74 | -70 | -77 |
| B | 1725939309.141 | 33.963 | 16.017 | 42.672 | -78 | -87 | -78 | -75 | -78 | -74 | -73 | -76 |
| C | 1725939844.150 | 29.717 | 20.901 | 42.672 | -76 | -86 | -100 | -79 | -73 | -72 | -77 | -79 |
| D | 1725939325.167 | 4.245 | 38.192 | 42.672 | -76 | -82 | -76 | -69 | -73 | -72 | -69 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939805.146
- **Target RSSI fingerprint:** [-74, -84, -69, -77, -72, -76, -74, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
61.9819655199335,
44.48230743408203,
42.672000000000004
] | 4 |
1,460 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1732000198.230 | 8.491 | 7.909 | 42.672 | -81 | -79 | -81 | -79 | -80 | -76 | -85 | -73 |
| B | 1731999699.241 | 50.944 | 103.615 | 42.672 | -94 | -87 | -90 | -89 | -88 | -92 | -87 | -90 |
| C | 1731999534.250 | 3.396 | 20.158 | 42.672 | -85 | -72 | -91 | -85 | -88 | -81 | -85 | -75 |
| D | 1731999749.227 | 98.491 | 84.108 | 42.672 | -80 | -77 | -71 | -64 | -72 | -73 | -63 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731999521.237
- **Target RSSI fingerprint:** [-95, -81, -86, -90, -82, -91, -85, -91]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
3.396250347779236,
14.398360252380371,
42.672000000000004
] | 4 |
44,040 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723689918.135 | 174.063 | 107.278 | 42.672 | -87 | -100 | -87 | -100 | -75 | -80 | -87 | -89 |
| B | 1723689630.136 | 126.514 | 61.415 | 42.672 | -80 | -80 | -76 | -69 | -68 | -75 | -83 | -66 |
| C | 1723690184.147 | 236.046 | 89.615 | 42.672 | -81 | -84 | -83 | -100 | -88 | -75 | -79 | -87 |
| D | 1723690077.139 | 210.573 | 64.441 | 42.672 | -87 | -86 | -81 | -79 | -100 | -86 | -75 | -74 |
| E | 1723690156.196 | 167.270 | 60.632 | 42.672 | -87 | -85 | -82 | -78 | -80 | -84 | -76 | -76 |
| F | 1723690038.165 | 127.363 | 67.759 | 42.672 | -90 | -81 | -87 | -92 | -86 | -84 | -76 | -79 |
| G | 1723689812.136 | 157.930 | 2.482 | 42.672 | -80 | -79 | -73 | -76 | -100 | -100 | -90 | -79 |
| H | 1723689992.304 | 226.706 | 75.548 | 42.672 | -83 | -100 | -88 | -100 | -89 | -80 | -88 | -92 |
| I | 1723689898.137 | 217.366 | 116.793 | 42.672 | -78 | -83 | -66 | -80 | -67 | -76 | -75 | -71 |
| J | 1723689879.155 | 216.517 | 69.258 | 42.672 | -86 | -89 | -88 | -83 | -100 | -83 | -90 | -89 |
| K | 1723690137.148 | 131.608 | 60.473 | 42.672 | -80 | -76 | -85 | -79 | -66 | -73 | -76 | -76 |
| L | 1723689677.144 | 209.724 | 60.433 | 42.672 | -83 | -83 | -82 | -78 | -100 | -85 | -76 | -80 |
| M | 1723690237.155 | 72.172 | 40.289 | 42.672 | -81 | -80 | -100 | -70 | -76 | -100 | -79 | -71 |
| N | 1723689590.141 | 58.587 | 57.262 | 42.672 | -100 | -80 | -100 | -72 | -79 | -82 | -100 | -77 |
| O | 1723690095.146 | 222.461 | 106.787 | 42.672 | -83 | -84 | -71 | -81 | -74 | -74 | -80 | -74 |
| P | 1723690165.153 | 197.837 | 91.725 | 42.672 | -85 | -84 | -100 | -100 | -77 | -85 | -88 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723690150.157
- **Target RSSI fingerprint:** [-89, -82, -85, -81, -89, -82, -82, -88]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
148.5900321331507,
42.040557861328125,
42.672000000000004
] | 16 |
43,940 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723693182.151 | 148.590 | 86.151 | 60.960 | -69 | -81 | -100 | -77 | -74 | -73 | -74 | -69 |
| B | 1723693507.166 | 157.930 | 97.471 | 60.960 | -76 | -80 | -82 | -78 | -73 | -77 | -75 | -67 |
| C | 1723693060.141 | 106.985 | 25.280 | 60.960 | -75 | -82 | -79 | -74 | -100 | -80 | -76 | -73 |
| D | 1723693705.152 | 22.925 | 59.730 | 60.960 | -100 | -80 | -78 | -100 | -82 | -74 | -76 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693072.142
- **Target RSSI fingerprint:** [-82, -78, -74, -73, -80, -100, -69, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
153.684545221893,
3.1583499908447266,
60.96
] | 4 |
25,554 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725942942.159 | 106.133 | 40.103 | 60.960 | -71 | -75 | -73 | -70 | -72 | -76 | -68 | -67 |
| B | 1725942976.148 | 57.737 | 16.362 | 60.960 | -72 | -78 | -74 | -77 | -74 | -77 | -73 | -66 |
| C | 1725943094.155 | 5.943 | 45.770 | 60.960 | -75 | -76 | -73 | -76 | -68 | -74 | -74 | -64 |
| D | 1725943526.156 | 87.454 | 5.109 | 60.960 | -77 | -75 | -81 | -74 | -81 | -74 | -70 | -69 |
| E | 1725942957.153 | 67.076 | 72.098 | 60.960 | -81 | -69 | -79 | -74 | -76 | -71 | -67 | -77 |
| F | 1725943018.163 | 17.830 | 115.638 | 60.960 | -78 | -80 | -75 | -77 | -77 | -76 | -79 | -77 |
| G | 1725943487.150 | 10.189 | 63.087 | 60.960 | -83 | -77 | -77 | -76 | -82 | -72 | -77 | -66 |
| H | 1725943270.145 | 73.869 | 29.673 | 60.960 | -73 | -74 | -74 | -73 | -75 | -74 | -72 | -69 |
| I | 1725943642.165 | 33.963 | 6.224 | 60.960 | -100 | -87 | -100 | -100 | -100 | -89 | -81 | -100 |
| J | 1725943299.163 | 0.000 | 21.113 | 60.960 | -68 | -77 | -76 | -74 | -70 | -73 | -75 | -70 |
| K | 1725943175.179 | 54.340 | 17.318 | 60.960 | -73 | -79 | -73 | -76 | -74 | -77 | -75 | -64 |
| L | 1725943335.144 | 100.190 | 8.865 | 60.960 | -74 | -79 | -74 | -78 | -78 | -79 | -81 | -68 |
| M | 1725943218.160 | 17.830 | 111.684 | 60.960 | -84 | -78 | -75 | -78 | -79 | -75 | -76 | -77 |
| N | 1725943434.166 | 45.001 | 94.180 | 60.960 | -74 | -79 | -76 | -74 | -69 | -77 | -81 | -69 |
| O | 1725943255.396 | 106.133 | 32.619 | 60.960 | -72 | -72 | -73 | -79 | -74 | -80 | -78 | -59 |
| P | 1725943478.156 | 49.246 | 44.814 | 60.960 | -75 | -75 | -74 | -73 | -71 | -76 | -71 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943512.153
- **Target RSSI fingerprint:** [-79, -77, -77, -74, -80, -70, -75, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
21.226699804820427,
19.66670036315918,
60.96
] | 16 |
18,996 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723010240.166 | 139.246 | 59.650 | 60.960 | -84 | -72 | -81 | -76 | -82 | -77 | -77 | -78 |
| B | 1723009809.161 | 144.341 | 6.290 | 60.960 | -82 | -100 | -72 | -100 | -67 | -65 | -83 | -57 |
| C | 1723010127.140 | 103.586 | 11.187 | 60.960 | -85 | -75 | -88 | -74 | -85 | -82 | -75 | -68 |
| D | 1723010276.145 | 97.642 | 7.962 | 60.960 | -91 | -90 | -89 | -86 | -89 | -88 | -71 | -72 |
| E | 1723009942.149 | 93.397 | 45.478 | 60.960 | -76 | -86 | -75 | -83 | -75 | -72 | -81 | -68 |
| F | 1723010209.138 | 34.812 | 84.347 | 60.960 | -84 | -72 | -84 | -75 | -88 | -82 | -73 | -77 |
| G | 1723009884.152 | 46.698 | 6.648 | 60.960 | -71 | -81 | -74 | -75 | -67 | -65 | -67 | -100 |
| H | 1723009775.152 | 145.190 | 77.459 | 60.960 | -81 | -78 | -81 | -83 | -75 | -76 | -76 | -81 |
| I | 1723010115.154 | 48.397 | 9.130 | 60.960 | -84 | -82 | -83 | -75 | -78 | -77 | -70 | -73 |
| J | 1723010110.202 | 45.000 | 9.316 | 60.960 | -73 | -82 | -75 | -78 | -68 | -66 | -67 | -77 |
| K | 1723009854.148 | 31.415 | 84.028 | 60.960 | -77 | -100 | -79 | -100 | -79 | -71 | -70 | -79 |
| L | 1723010204.143 | 10.189 | 83.139 | 60.960 | -85 | -72 | -84 | -73 | -85 | -82 | -72 | -86 |
| M | 1723010138.152 | 154.529 | 11.519 | 60.960 | -84 | -74 | -81 | -75 | -83 | -81 | -76 | -61 |
| N | 1723009923.156 | 146.888 | 33.932 | 60.960 | -89 | -90 | -87 | -88 | -87 | -79 | -75 | -73 |
| O | 1723010135.150 | 144.341 | 11.213 | 60.960 | -87 | -73 | -83 | -75 | -85 | -83 | -81 | -60 |
| P | 1723009924.139 | 145.190 | 39.108 | 60.960 | -89 | -89 | -81 | -87 | -81 | -81 | -75 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010096.156
- **Target RSSI fingerprint:** [-73, -76, -83, -76, -76, -69, -75, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
10.188746579812051,
67.33389854431152,
60.96
] | 16 |
19,950 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723010560.157 | 207.171 | 6.131 | 60.960 | -89 | -99 | -93 | -94 | -100 | -85 | -100 | -92 |
| B | 1723010181.137 | 27.170 | 41.337 | 60.960 | -89 | -82 | -90 | -84 | -67 | -65 | -71 | -81 |
| C | 1723010223.248 | 103.586 | 86.908 | 60.960 | -88 | -78 | -72 | -86 | -81 | -80 | -85 | -87 |
| D | 1723010446.159 | 105.284 | 86.921 | 60.960 | -83 | -76 | -70 | -83 | -69 | -73 | -84 | -86 |
| E | 1723009818.146 | 100.189 | 5.746 | 60.960 | -77 | -88 | -87 | -79 | -100 | -70 | -83 | -70 |
| F | 1723009828.155 | 90.001 | 25.851 | 60.960 | -84 | -82 | -90 | -81 | -77 | -74 | -69 | -78 |
| G | 1723010428.157 | 16.132 | 84.307 | 60.960 | -84 | -73 | -71 | -87 | -82 | -82 | -73 | -81 |
| H | 1723010123.163 | 84.906 | 9.833 | 60.960 | -84 | -72 | -78 | -79 | -77 | -64 | -72 | -79 |
| I | 1723010012.149 | 134.152 | 77.048 | 60.960 | -73 | -79 | -73 | -74 | -100 | -100 | -74 | -70 |
| J | 1723010104.142 | 33.113 | 29.195 | 60.960 | -75 | -75 | -77 | -73 | -70 | -78 | -72 | -62 |
| K | 1723009967.151 | 10.189 | 70.001 | 60.960 | -80 | -72 | -76 | -73 | -75 | -74 | -66 | -72 |
| L | 1723010299.232 | 56.038 | 84.731 | 60.960 | -84 | -100 | -100 | -76 | -64 | -74 | -74 | -75 |
| M | 1723010215.147 | 64.529 | 85.302 | 60.960 | -86 | -77 | -71 | -87 | -76 | -100 | -75 | -85 |
| N | 1723009991.148 | 69.623 | 85.992 | 60.960 | -86 | -76 | -71 | -84 | -74 | -100 | -74 | -85 |
| O | 1723010263.161 | 126.510 | 5.295 | 60.960 | -84 | -87 | -89 | -71 | -100 | -69 | -86 | -67 |
| P | 1723009881.167 | 41.604 | 15.407 | 60.960 | -74 | -74 | -79 | -72 | -60 | -74 | -73 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010026.133
- **Target RSSI fingerprint:** [-68, -73, -71, -72, -80, -63, -77, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
159.62369641705547,
9.302535057067871,
60.96
] | 16 |
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